diff --git a/Generating Synthetic Data.ipynb b/Generating Synthetic Data.ipynb
index 8696210..9cb82da 100644
--- a/Generating Synthetic Data.ipynb
+++ b/Generating Synthetic Data.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 37,
"id": "0bce85fd",
"metadata": {},
"outputs": [],
@@ -13,6 +13,30 @@
{
"cell_type": "code",
"execution_count": 2,
+ "id": "ab50960d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from IPython.display import display, HTML\n",
+ "display(HTML(\"\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
"id": "6238d03a",
"metadata": {},
"outputs": [],
@@ -23,7 +47,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"id": "4844b95b",
"metadata": {},
"outputs": [],
@@ -58,7 +82,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"id": "f50cdabc",
"metadata": {},
"outputs": [],
@@ -93,7 +117,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"id": "a8a52ebf",
"metadata": {},
"outputs": [],
@@ -102,6 +126,18 @@
"N = 500 ###Taxa"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "id": "3f55680f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sparse_adjust = {\"Kingdoms\":(0,1),\"SparsityRatio\":0.1}\n",
+ "bias_blocks = [(0,1,1)] #cross kingdom interactions more positive\n",
+ "bias_str = 0.2 #but not a lot more."
+ ]
+ },
{
"cell_type": "markdown",
"id": "396276fd",
@@ -120,7 +156,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 103,
"id": "9caba93f",
"metadata": {},
"outputs": [
@@ -128,7 +164,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- " 0%| | 2/499 [00:00<00:26, 18.76it/s]"
+ " 25%|██▌ | 47/186 [00:00<00:00, 469.22it/s]"
]
},
{
@@ -142,8 +178,9 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 499/499 [00:09<00:00, 53.24it/s] \n",
- " 2%|▏ | 3/150 [00:00<00:04, 29.93it/s]"
+ "100%|██████████| 186/186 [00:00<00:00, 202.93it/s]\n",
+ "100%|██████████| 314/314 [00:15<00:00, 20.24it/s]\n",
+ " 2%|▏ | 3/150 [00:00<00:06, 24.15it/s]"
]
},
{
@@ -157,14 +194,14 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 150/150 [00:06<00:00, 23.76it/s]"
+ "100%|██████████| 150/150 [00:06<00:00, 22.97it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "[simulate_all_reads] Drawing Read Assignments for 289 taxa, 150 samples.\n"
+ "[simulate_all_reads] Drawing Read Assignments for 186 taxa, 150 samples.\n"
]
},
{
@@ -178,12 +215,27 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[simulate_all_reads] Drawing Read Assignments for 211 taxa, 150 samples.\n"
+ "[simulate_all_reads] Drawing Read Assignments for 314 taxa, 150 samples.\n"
]
}
],
"source": [
- "synthetic_data = generate_synthetic_data(N,M,max_variance = max_var,min_variance = min_var,data_types = ns,graph_model = grmod,sparsity = gsp, mean_log_range = mean_spread, mean_log_center = mean_center,simulate_reads_tasks = simulate_reads_tasks,average_read_depth = avgdpth, std_of_read_depth = stddpth)"
+ "kwargs = {\n",
+ " 'max_variance':max_var,\n",
+ " 'min_variance':min_var,\n",
+ " 'data_types':ns,\n",
+ " 'graph_model':grmod,\n",
+ " 'sparsity':gsp,\n",
+ " 'mean_log_range':mean_spread,\n",
+ " 'mean_log_center':mean_center,\n",
+ " 'simulate_reads_tasks':simulate_reads_tasks,\n",
+ " 'average_read_depth':avgdpth, \n",
+ " 'std_of_read_depth':stddpth,\n",
+ " 'truth_sparsity_adjustment':sparse_adjust,\n",
+ " 'truth_bias_strength':bias_str,\n",
+ " 'truth_bias_structure':bias_blocks\n",
+ "}\n",
+ "synthetic_data = generate_synthetic_data(N,M,**kwargs)"
]
},
{
@@ -232,7 +284,7 @@
{
"data": {
"text/plain": [
- "array([ 0, 289, 500])"
+ "array([ 0, 500])"
]
},
"execution_count": 8,
@@ -244,6 +296,27 @@
"synthetic_data['DataSplit']"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "44567480",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "dict_keys(['Set1'])"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "synthetic_data[\"SeparatedReads\"].keys()"
+ ]
+ },
{
"cell_type": "markdown",
"id": "c1f60681",
@@ -1894,7 +1967,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 7,
"id": "3cf7c60f",
"metadata": {},
"outputs": [],
@@ -1907,13 +1980,13 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 8,
"id": "a1b5c360",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
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