{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"This notebook has been executed using the docker image `colomoto/colomoto-docker:2020-07-01`"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import actonet\n",
"import biolqm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"Downloading https://raw.githubusercontent.com/jgtz/StableMotifs/master/TLGLNetwork.txt"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = biolqm.load(\"https://raw.githubusercontent.com/jgtz/StableMotifs/master/TLGLNetwork.txt\", \"booleannet\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'CD45': False,\n",
" 'IL15': True,\n",
" 'PDGF': False,\n",
" 'Stimuli': True,\n",
" 'Stimuli2': False,\n",
" 'TAX': False}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bn = biolqm.to_minibn(model, ensure_boolean=True)\n",
"inputs = bn.constants()\n",
"inputs"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"for n in inputs:\n",
" bn[n] = n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"act = actonet.ActoNet(bn, inputs)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[FromCondition('input', PermanentPerturbation(Apoptosis=1, TCR=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=0, Caspase=1)),\n",
" FromCondition('input', PermanentPerturbation(Caspase=1, TCR=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=0, DISC=1)),\n",
" FromCondition('input', PermanentPerturbation(Apoptosis=1, CTLA4=0)),\n",
" FromCondition('input', PermanentPerturbation(DISC=1, TCR=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=1, Caspase=1)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=1, DISC=1)),\n",
" FromCondition('input', PermanentPerturbation(Apoptosis=1, CTLA4=1)),\n",
" FromCondition('input', PermanentPerturbation(Caspase=1, TCR=1)),\n",
" FromCondition('input', PermanentPerturbation(DISC=1, TCR=1)),\n",
" FromCondition('input', PermanentPerturbation(Apoptosis=1, TCR=1))]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r = act.reprogramming_fixpoints(Apoptosis=1, maxsize=2)\n",
"r"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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" color: black;\n",
" background-color: red;\n",
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" color: black;\n",
" background-color: red;\n",
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" color: black;\n",
" background-color: red;\n",
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" color: black;\n",
" background-color: red;\n",
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" color: black;\n",
" background-color: red;\n",
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" color: black;\n",
" background-color: red;\n",
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" color: black;\n",
" background-color: lime;\n",
" } #T_107dba48_bc3a_11ea_adb4_0242ac110002row9_col0 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_107dba48_bc3a_11ea_adb4_0242ac110002row9_col4 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_107dba48_bc3a_11ea_adb4_0242ac110002row10_col0 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_107dba48_bc3a_11ea_adb4_0242ac110002row10_col1 {\n",
" color: black;\n",
" background-color: lime;\n",
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" color: black;\n",
" background-color: red;\n",
" } #T_107dba48_bc3a_11ea_adb4_0242ac110002row11_col1 {\n",
" color: black;\n",
" background-color: red;\n",
" }</style><table id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >Apoptosis</th> <th class=\"col_heading level0 col1\" >CTLA4</th> <th class=\"col_heading level0 col2\" >Caspase</th> <th class=\"col_heading level0 col3\" >DISC</th> <th class=\"col_heading level0 col4\" >TCR</th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row0_col0\" class=\"data row0 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row0_col1\" class=\"data row0 col1\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row0_col2\" class=\"data row0 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row0_col3\" class=\"data row0 col3\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row0_col4\" class=\"data row0 col4\" >0</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row1_col0\" class=\"data row1 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row1_col1\" class=\"data row1 col1\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row1_col2\" class=\"data row1 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row1_col3\" class=\"data row1 col3\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row1_col4\" class=\"data row1 col4\" >1</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row2_col0\" class=\"data row2 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row2_col1\" class=\"data row2 col1\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row2_col2\" class=\"data row2 col2\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row2_col3\" class=\"data row2 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row2_col4\" class=\"data row2 col4\" >0</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row3_col0\" class=\"data row3 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row3_col1\" class=\"data row3 col1\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row3_col2\" class=\"data row3 col2\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row3_col3\" class=\"data row3 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row3_col4\" class=\"data row3 col4\" >1</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row4_col0\" class=\"data row4 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row4_col1\" class=\"data row4 col1\" >0</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row4_col2\" class=\"data row4 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row4_col3\" class=\"data row4 col3\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row4_col4\" class=\"data row4 col4\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row5_col0\" class=\"data row5 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row5_col1\" class=\"data row5 col1\" >0</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row5_col2\" class=\"data row5 col2\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row5_col3\" class=\"data row5 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row5_col4\" class=\"data row5 col4\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row6_col0\" class=\"data row6 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row6_col1\" class=\"data row6 col1\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row6_col2\" class=\"data row6 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row6_col3\" class=\"data row6 col3\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row6_col4\" class=\"data row6 col4\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row7_col0\" class=\"data row7 col0\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row7_col1\" class=\"data row7 col1\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row7_col2\" class=\"data row7 col2\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row7_col3\" class=\"data row7 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row7_col4\" class=\"data row7 col4\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row8_col0\" class=\"data row8 col0\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row8_col1\" class=\"data row8 col1\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row8_col2\" class=\"data row8 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row8_col3\" class=\"data row8 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row8_col4\" class=\"data row8 col4\" >0</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row9_col0\" class=\"data row9 col0\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row9_col1\" class=\"data row9 col1\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row9_col2\" class=\"data row9 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row9_col3\" class=\"data row9 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row9_col4\" class=\"data row9 col4\" >1</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row10_col0\" class=\"data row10 col0\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row10_col1\" class=\"data row10 col1\" >0</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row10_col2\" class=\"data row10 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row10_col3\" class=\"data row10 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row10_col4\" class=\"data row10 col4\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row11_col0\" class=\"data row11 col0\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row11_col1\" class=\"data row11 col1\" >1</td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row11_col2\" class=\"data row11 col2\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row11_col3\" class=\"data row11 col3\" ></td>\n",
" <td id=\"T_107dba48_bc3a_11ea_adb4_0242ac110002row11_col4\" class=\"data row11 col4\" ></td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f8627d21a50>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.as_table()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[FromCondition('input', PermanentPerturbation(Apoptosis=0, CTLA4=0)),\n",
" FromCondition('input', PermanentPerturbation(Apoptosis=0, TCR=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=0, Caspase=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=0, TBET=0)),\n",
" FromCondition('input', PermanentPerturbation(Caspase=0, TCR=0)),\n",
" FromCondition('input', PermanentPerturbation(TBET=0, TCR=0)),\n",
" FromCondition('input', PermanentPerturbation(S1P=1, TCR=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=0, S1P=1)),\n",
" FromCondition('input', PermanentPerturbation(Apoptosis=0, CTLA4=1)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=1, Caspase=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=1, TBET=0)),\n",
" FromCondition('input', PermanentPerturbation(CTLA4=1, S1P=1)),\n",
" FromCondition('input', PermanentPerturbation(Apoptosis=0, TCR=1)),\n",
" FromCondition('input', PermanentPerturbation(Caspase=0, TCR=1)),\n",
" FromCondition('input', PermanentPerturbation(TBET=0, TCR=1)),\n",
" FromCondition('input', PermanentPerturbation(S1P=1, TCR=1))]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r = act.reprogramming_fixpoints(Apoptosis=0, maxsize=2)\n",
"r"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row3_col5 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col2 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col5 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col2 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col5 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col1 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col4 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col1 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col3 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col1 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col2 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col1 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col4 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col1 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col3 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col1 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col2 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col0 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col5 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col0 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col5 {\n",
" color: black;\n",
" background-color: red;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col0 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col1 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col0 {\n",
" color: black;\n",
" background-color: lime;\n",
" } #T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col1 {\n",
" color: black;\n",
" background-color: red;\n",
" }</style><table id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >Apoptosis</th> <th class=\"col_heading level0 col1\" >CTLA4</th> <th class=\"col_heading level0 col2\" >Caspase</th> <th class=\"col_heading level0 col3\" >S1P</th> <th class=\"col_heading level0 col4\" >TBET</th> <th class=\"col_heading level0 col5\" >TCR</th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row0_col0\" class=\"data row0 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row0_col1\" class=\"data row0 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row0_col2\" class=\"data row0 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row0_col3\" class=\"data row0 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row0_col4\" class=\"data row0 col4\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row0_col5\" class=\"data row0 col5\" >0</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row1_col0\" class=\"data row1 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row1_col1\" class=\"data row1 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row1_col2\" class=\"data row1 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row1_col3\" class=\"data row1 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row1_col4\" class=\"data row1 col4\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row1_col5\" class=\"data row1 col5\" >1</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row2_col0\" class=\"data row2 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row2_col1\" class=\"data row2 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row2_col2\" class=\"data row2 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row2_col3\" class=\"data row2 col3\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row2_col4\" class=\"data row2 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row2_col5\" class=\"data row2 col5\" >0</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row3_col0\" class=\"data row3 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row3_col1\" class=\"data row3 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row3_col2\" class=\"data row3 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row3_col3\" class=\"data row3 col3\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row3_col4\" class=\"data row3 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row3_col5\" class=\"data row3 col5\" >1</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col0\" class=\"data row4 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col1\" class=\"data row4 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col2\" class=\"data row4 col2\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col3\" class=\"data row4 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col4\" class=\"data row4 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row4_col5\" class=\"data row4 col5\" >0</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col0\" class=\"data row5 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col1\" class=\"data row5 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col2\" class=\"data row5 col2\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col3\" class=\"data row5 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col4\" class=\"data row5 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row5_col5\" class=\"data row5 col5\" >1</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col0\" class=\"data row6 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col1\" class=\"data row6 col1\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col2\" class=\"data row6 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col3\" class=\"data row6 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col4\" class=\"data row6 col4\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row6_col5\" class=\"data row6 col5\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col0\" class=\"data row7 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col1\" class=\"data row7 col1\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col2\" class=\"data row7 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col3\" class=\"data row7 col3\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col4\" class=\"data row7 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row7_col5\" class=\"data row7 col5\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col0\" class=\"data row8 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col1\" class=\"data row8 col1\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col2\" class=\"data row8 col2\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col3\" class=\"data row8 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col4\" class=\"data row8 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row8_col5\" class=\"data row8 col5\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col0\" class=\"data row9 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col1\" class=\"data row9 col1\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col2\" class=\"data row9 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col3\" class=\"data row9 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col4\" class=\"data row9 col4\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row9_col5\" class=\"data row9 col5\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col0\" class=\"data row10 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col1\" class=\"data row10 col1\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col2\" class=\"data row10 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col3\" class=\"data row10 col3\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col4\" class=\"data row10 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row10_col5\" class=\"data row10 col5\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col0\" class=\"data row11 col0\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col1\" class=\"data row11 col1\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col2\" class=\"data row11 col2\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col3\" class=\"data row11 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col4\" class=\"data row11 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row11_col5\" class=\"data row11 col5\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col0\" class=\"data row12 col0\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col1\" class=\"data row12 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col2\" class=\"data row12 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col3\" class=\"data row12 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col4\" class=\"data row12 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row12_col5\" class=\"data row12 col5\" >0</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col0\" class=\"data row13 col0\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col1\" class=\"data row13 col1\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col2\" class=\"data row13 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col3\" class=\"data row13 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col4\" class=\"data row13 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row13_col5\" class=\"data row13 col5\" >1</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col0\" class=\"data row14 col0\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col1\" class=\"data row14 col1\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col2\" class=\"data row14 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col3\" class=\"data row14 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col4\" class=\"data row14 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row14_col5\" class=\"data row14 col5\" ></td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col0\" class=\"data row15 col0\" >0</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col1\" class=\"data row15 col1\" >1</td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col2\" class=\"data row15 col2\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col3\" class=\"data row15 col3\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col4\" class=\"data row15 col4\" ></td>\n",
" <td id=\"T_109940a6_bc3a_11ea_adb4_0242ac110002row15_col5\" class=\"data row15 col5\" ></td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f86141f6950>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.as_table()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}