From 0dd22de5674047f1975118fca0c16544aa473706 Mon Sep 17 00:00:00 2001 From: Matthew Bernstein Date: Thu, 23 Jul 2020 12:03:43 -0500 Subject: [PATCH] Latest notebooks and results --- series_finder.ipynb | 103 +++++++++++++++----------------------------- 1 file changed, 34 insertions(+), 69 deletions(-) diff --git a/series_finder.ipynb b/series_finder.ipynb index 8468b0d..15eb61c 100644 --- a/series_finder.ipynb +++ b/series_finder.ipynb @@ -13,63 +13,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "__1. Do you have a set of samples that you would like to restrict the retrieval to?__ \n", - "\n", - "These may be SRA samples that you have preprocessed and/or have access to preprocessed expression data. If not, leave this variable as ``None``." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "AVAILABLE_SAMPLES_FILE = None ## <-- INPUT HERE\n", - "\n", - "\n", - "################## Import packages and load data #####################\n", - "\n", - "import json\n", - "import pandas as pd\n", - "from utils import *\n", - "r = load_metadata(AVAILABLE_SAMPLES_FILE)\n", - "sample_to_all_terms = r[0]\n", - "sample_to_ms_terms = r[1]\n", - "term_name_to_id = r[2]\n", - "term_id_to_name = r[3]\n", - "sample_to_type = r[4]\n", - "sample_to_study = r[5]\n", - "sample_to_runs = r[6]\n", - "sample_to_real_val = r[7]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "__2. Search for ordered samples__ \n", + "__1. Search for ordered samples__ \n", "\n", "Enter your search parameters and create the set of ordered samples." ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 20, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/matthewbernstein/Development/python3_dev/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", - " warnings.warn('Tight layout not applied. The left and right margins '\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -81,13 +39,13 @@ "source": [ "# Please enter a target term in place of 'brain'. \n", "\n", - "TARGET_TERM = 'neuron' ## <-- INPUT HERE\n", + "TARGET_TERM = 'brain' ## <-- INPUT HERE\n", "\n", "\n", "# Please enter your target property in place of 'age'. Other\n", "# example properties include 'passage number' and 'time',\n", "\n", - "TARGET_PROPERTY = 'time' ## <-- INPUT HERE\n", + "TARGET_PROPERTY = 'age' ## <-- INPUT HERE\n", "\n", "\n", "# Please enter your target unit in place of None. (Note: most \n", @@ -98,7 +56,7 @@ "# see the Units Ontology, which can be queries via the Ontology\n", "# Lookup Service: https://www.ebi.ac.uk/ols/index.\n", "\n", - "TARGET_UNIT = 'day' ## <-- INPUT HERE\n", + "TARGET_UNIT = 'year' ## <-- INPUT HERE\n", "\n", "\n", "# If True, remove diseased samples from the results. \n", @@ -114,7 +72,7 @@ "# If True, remove samples that have been differentiated in vitro\n", "# from the results.\n", "\n", - "FILTER_IN_VITRO_DIFFERENTIATED_CELLS = False ## <-- INPUT HERE \n", + "FILTER_IN_VITRO_DIFFERENTIATED_CELLS = True ## <-- INPUT HERE \n", "\n", "\n", "# If your longitudinal query is a temporal property targeting \n", @@ -139,18 +97,30 @@ "\n", "\n", "#################### Create series and plot figures ################\n", + "import json\n", + "import pandas as pd\n", + "from utils import *\n", + "r = load_metadata(None)\n", + "sample_to_all_terms = r[0]\n", + "sample_to_ms_terms = r[1]\n", + "term_name_to_id = r[2]\n", + "term_id_to_name = r[3]\n", + "sample_to_type = r[4]\n", + "sample_to_study = r[5]\n", + "sample_to_runs = r[6]\n", + "sample_to_real_val = r[7]\n", "\n", "val_to_samples, primary_df = series(\n", " TARGET_TERM, \n", " TARGET_PROPERTY, \n", " sample_to_real_val, \n", - " sample_to_all_terms, \n", + " sample_to_ms_terms, \n", " sample_to_type, \n", " sample_to_study, \n", " term_name_to_id,\n", " term_id_to_name,\n", " filter_disease=FILTER_DISEASE, \n", - " filter_poor=False, \n", + " filter_poor=True, \n", " filter_cell_line=FILTER_CELL_LINE, \n", " filter_differentiated=FILTER_IN_VITRO_DIFFERENTIATED_CELLS,\n", " value_limit=100, \n", @@ -172,28 +142,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "__5. Browse other metadata terms that are associated with samples in a given time point__\n", + "__2. Browse other metadata terms that are associated with samples in a given time point__\n", "\n", "Enter whether you want to view cases or controls. Assign the following variable to the number corresponding to the timepoint you would like to view:" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Displaying data for 22 sample with property=50\n" + "Displaying data for 31 sample with property=63\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -205,12 +175,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Displaying most frequent co-occuring terms for 22 sample with property = 50\n" + "Displaying most frequent co-occuring terms for 31 sample with property = 63\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -220,16 +190,18 @@ } ], "source": [ - "VALUE = 50 ## <-- INPUT HERE\n", + "VALUE = 63 ## <-- INPUT HERE\n", + "\n", "SAVE_BAR_FIGURE = 'brain_series_co_terms.png' ## <-- INPUT HERE\n", "\n", - "SAVE_PIE_FIGURE = 'brain_series_pie.png' ## <-- INPUT HERE\n", + "SAVE_PIE_FIGURE = 'brain_series_pie.png' ## <-- INPUT HERE\n", "\n", "\n", "err_msg = create_barplot_most_common_coterms_series(val_to_samples, VALUE, sample_to_ms_terms)\n", "if err_msg is None:\n", " if SAVE_BAR_FIGURE is not None:\n", - " plt.savefig(SAVE_BAR_FIGURE, format='png', dpi=150)\n", + " plt.tight_layout()\n", + " plt.savefig(SAVE_BAR_FIGURE, format='png', bbox_inches='tight', dpi=150)\n", " plt.show()\n", " create_pie_charts_series(primary_df, val_to_samples, VALUE, sample_to_ms_terms)\n", " if SAVE_PIE_FIGURE is not None:\n", @@ -238,13 +210,6 @@ "else:\n", " print('\\x1b[31m{}\\x1b[31m'.format(err_msg))" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {