Add debug logging messages and add documentation to equivalence.ipynb
Desai, Kartikey H
Chris Lenk
parent
c09bd071d0
commit
f6e75cd8f8
|
|
@ -778,7 +778,7 @@
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 9,
|
"execution_count": 5,
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"scrolled": true
|
"scrolled": true
|
||||||
},
|
},
|
||||||
|
|
@ -861,7 +861,7 @@
|
||||||
"<IPython.core.display.HTML object>"
|
"<IPython.core.display.HTML object>"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 9,
|
"execution_count": 5,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
|
|
@ -1149,14 +1149,14 @@
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 13,
|
"execution_count": 6,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"name": "stderr",
|
"name": "stderr",
|
||||||
"output_type": "stream",
|
"output_type": "stream",
|
||||||
"text": [
|
"text": [
|
||||||
"'report' type has no semantic equivalence method to call!\n"
|
"'report' type has no 'weights' dict specified & thus no semantic equivalence method to call!\n"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
|
|
@ -1237,7 +1237,7 @@
|
||||||
"<IPython.core.display.HTML object>"
|
"<IPython.core.display.HTML object>"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 13,
|
"execution_count": 6,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
|
|
@ -1659,6 +1659,899 @@
|
||||||
")\n",
|
")\n",
|
||||||
"print(env.semantically_equivalent(ta3, ta4))"
|
"print(env.semantically_equivalent(ta3, ta4))"
|
||||||
]
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"### Custom Comparisons\n",
|
||||||
|
"If you wish, you can run your own custom semantic equivalence comparisons. Specifically, you can do any of three things:\n",
|
||||||
|
" - Provide custom weights for each semantic equivalence contributing property\n",
|
||||||
|
" - Provide custom comparison functions for individual semantic equivalence contributing properties\n",
|
||||||
|
" - Provide a custom semantic equivalence method\n",
|
||||||
|
"\n",
|
||||||
|
"*Some of this has already been explained above, but we will go into more detail here.*\n",
|
||||||
|
"\n",
|
||||||
|
"#### The `weights` dictionary\n",
|
||||||
|
"In order to do any of the aforementioned (*optional*) custom comparisons, you will need to provide a `weights` dictionary to the `semantically_equivalent()` method call. At a minimum, you must provide the custom weight and custom comparison function for each property. Now, you may use the default weights, or provide your own. You may also use any of the existing comparison functions, or provide your own.\n",
|
||||||
|
"\n",
|
||||||
|
"##### Existing comparison functions\n",
|
||||||
|
"For reference, here is a list of comparison functions already in the codebase (found in stix2/environment.py):\n",
|
||||||
|
" - `partial_timestamp_based`\n",
|
||||||
|
" - `partial_list_based`\n",
|
||||||
|
" - `exact_match`\n",
|
||||||
|
" - `partial_string_based`\n",
|
||||||
|
" - `custom_pattern_based`\n",
|
||||||
|
" - `partial_external_reference_based`\n",
|
||||||
|
" - `partial_location_distance`\n",
|
||||||
|
"\n",
|
||||||
|
"For instance, if we wanted to compare two `ThreatActor`s, but use our own weights, then we could do the following:\n",
|
||||||
|
"\n",
|
||||||
|
"(**Please note that if you provide a custom weights dictionary but not a custom semantic equivalence method [shown later], then you must follow the general format shown in the `weights` dict below**)"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 7,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>Using standard weights: 43.6\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 7,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>Using custom weights: 41.8\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 7,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"weights = {\n",
|
||||||
|
" \"threat-actor\": { # You must specify for which object type this dict is\n",
|
||||||
|
" \"name\": (30, stix2.environment.partial_string_based), # Each property's value must be a tuple\n",
|
||||||
|
" \"threat_actor_types\": (50, stix2.environment.partial_list_based), # The 1st component must be the weight\n",
|
||||||
|
" \"aliases\": (20, stix2.environment.partial_list_based) # The 2nd component must be the comparison function\n",
|
||||||
|
" }\n",
|
||||||
|
"}\n",
|
||||||
|
"\n",
|
||||||
|
"ta5 = ThreatActor(\n",
|
||||||
|
" threat_actor_types=[\"crime-syndicate\", \"spy\"],\n",
|
||||||
|
" name=\"Evil Org\",\n",
|
||||||
|
" aliases=[\"super-evil\"],\n",
|
||||||
|
")\n",
|
||||||
|
"ta6 = ThreatActor(\n",
|
||||||
|
" threat_actor_types=[\"spy\"],\n",
|
||||||
|
" name=\"James Bond\",\n",
|
||||||
|
" aliases=[\"007\"],\n",
|
||||||
|
")\n",
|
||||||
|
"\n",
|
||||||
|
"print(\"Using standard weights: %s\" % (env.semantically_equivalent(ta5, ta6)))\n",
|
||||||
|
"print(\"Using custom weights: %s\" % (env.semantically_equivalent(ta5, ta6, **weights)))"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"Notice how there is a difference in the semantic equivalence scores, simply due to the fact that custom weights were used.\n",
|
||||||
|
"\n",
|
||||||
|
"#### Custom Semantic Equivalence Function\n",
|
||||||
|
"As said before, you can also write and use your own semantic equivalence method. To do this, you must provide a `weights` dictionary to `semantically_equivalent()`. In this dict, you will provide a key of \"method\" whose value will be your custom semantic equivalence function.\n",
|
||||||
|
"\n",
|
||||||
|
"If you provide your own custom semantic equivalence method, you **must also provide the weights for each of the properties** (unless, for some reason, your custom method is weights-agnostic). However, since you are writing the custom method, your weights need not necessarily follow the tuple format specified in the above code box.\n",
|
||||||
|
"\n",
|
||||||
|
"Here we use our own custom semantic equivalence function to compare two `ThreatActor`s. "
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 8,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>Using a custom method: 21.263333333333335\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 8,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"def custom_semantic_equivalence_method(obj1, obj2, **weights):\n",
|
||||||
|
" sum_weights = 200.0\n",
|
||||||
|
" matching_score = 20.19\n",
|
||||||
|
" for prop in weights:\n",
|
||||||
|
" if prop != \"method\":\n",
|
||||||
|
" w = weights[prop][0]\n",
|
||||||
|
" comp_funct = weights[prop][1]\n",
|
||||||
|
" contributing_score = w * comp_funct(obj1[prop], obj2[prop])\n",
|
||||||
|
" sum_weights += w\n",
|
||||||
|
" matching_score += contributing_score\n",
|
||||||
|
" return matching_score, sum_weights\n",
|
||||||
|
"\n",
|
||||||
|
"\n",
|
||||||
|
"weights = {\n",
|
||||||
|
" \"threat-actor\": {\n",
|
||||||
|
" \"name\": (60, stix2.environment.partial_string_based), # We left each property's value as a tuple\n",
|
||||||
|
" \"threat_actor_types\": (20, stix2.environment.partial_list_based), # However, weights could be simply numeric\n",
|
||||||
|
" \"aliases\": (20, stix2.environment.partial_list_based), # They may also be anything else you want\n",
|
||||||
|
" \"method\": custom_semantic_equivalence_method # As long as your func is written accordingly\n",
|
||||||
|
" }\n",
|
||||||
|
"}\n",
|
||||||
|
"\n",
|
||||||
|
"print(\"Using a custom method: %s\" % (env.semantically_equivalent(ta5, ta6, **weights)))"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"Notice the semantic equivalence score of ~21.26 when using a custom semantic equivalence method to compare `ta5` & `ta6`. Compare this to the semantic equivalence score of 43.6 when using the default semantic equivalence method for comparing `ta5` & `ta6`."
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"### `prop_scores`\n",
|
||||||
|
"The `semantically_equivalent()` function now takes an optional third argument, called `prop_scores`. As explained previously, the semantic equivalence functionality includes detailed debugging messages. This new argument is meant to be a dictionary that stores those detailed debugging messages so that the debug information can be accessed and used more programatically.\n",
|
||||||
|
"\n",
|
||||||
|
"Using `prop_scores` is simple: simply pass in a dictionary to `semantically_equivalent()`, and after the function is done executing, the dict will have the various scores in it. Specifically, it will have the overall `matching_score` and `sum_weights`, along with the weight and contributing score for each of the semantic equivalence contributing properties.\n",
|
||||||
|
"\n",
|
||||||
|
"For instance:"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>Semantic equivalence score using standard weights: 43.6\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>Prop: name | weight: 60 | contributing_score: 33.6\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>Prop: threat_actor_types | weight: 20 | contributing_score: 10.0\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>Prop: aliases | weight: 20 | contributing_score: 0.0\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>matching_score: 43.6\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
|
||||||
|
".highlight { background: #f8f8f8; }\n",
|
||||||
|
".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
|
||||||
|
".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
|
||||||
|
".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
|
||||||
|
".highlight .o { color: #666666 } /* Operator */\n",
|
||||||
|
".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
|
||||||
|
".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
|
||||||
|
".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
|
||||||
|
".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
|
||||||
|
".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
|
||||||
|
".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
|
||||||
|
".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
|
||||||
|
".highlight .ge { font-style: italic } /* Generic.Emph */\n",
|
||||||
|
".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
|
||||||
|
".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
|
||||||
|
".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
|
||||||
|
".highlight .go { color: #888888 } /* Generic.Output */\n",
|
||||||
|
".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
|
||||||
|
".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
|
||||||
|
".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
|
||||||
|
".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
|
||||||
|
".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
|
||||||
|
".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
|
||||||
|
".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
|
||||||
|
".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
|
||||||
|
".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
|
||||||
|
".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
|
||||||
|
".highlight .m { color: #666666 } /* Literal.Number */\n",
|
||||||
|
".highlight .s { color: #BA2121 } /* Literal.String */\n",
|
||||||
|
".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
|
||||||
|
".highlight .nb { color: #008000 } /* Name.Builtin */\n",
|
||||||
|
".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
|
||||||
|
".highlight .no { color: #880000 } /* Name.Constant */\n",
|
||||||
|
".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
|
||||||
|
".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
|
||||||
|
".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
|
||||||
|
".highlight .nf { color: #0000FF } /* Name.Function */\n",
|
||||||
|
".highlight .nl { color: #A0A000 } /* Name.Label */\n",
|
||||||
|
".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
|
||||||
|
".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
|
||||||
|
".highlight .nv { color: #19177C } /* Name.Variable */\n",
|
||||||
|
".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
|
||||||
|
".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
|
||||||
|
".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
|
||||||
|
".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
|
||||||
|
".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
|
||||||
|
".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
|
||||||
|
".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
|
||||||
|
".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
|
||||||
|
".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
|
||||||
|
".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
|
||||||
|
".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
|
||||||
|
".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
|
||||||
|
".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
|
||||||
|
".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
|
||||||
|
".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
|
||||||
|
".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
|
||||||
|
".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
|
||||||
|
".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
|
||||||
|
".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
|
||||||
|
".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
|
||||||
|
".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
|
||||||
|
".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
|
||||||
|
".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
|
||||||
|
".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
|
||||||
|
".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
|
||||||
|
".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
|
||||||
|
".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span>sum_weights: 100.0\n",
|
||||||
|
"</pre></div>\n"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"prop_scores = {}\n",
|
||||||
|
"print(\"Semantic equivalence score using standard weights: %s\" % (env.semantically_equivalent(ta5, ta6, prop_scores)))\n",
|
||||||
|
"for prop in prop_scores:\n",
|
||||||
|
" if prop not in [\"matching_score\", \"sum_weights\"]:\n",
|
||||||
|
" print (\"Prop: %s | weight: %s | contributing_score: %s\" % (prop, prop_scores[prop][0], prop_scores[prop][1]))\n",
|
||||||
|
" else:\n",
|
||||||
|
" print (\"%s: %s\" % (prop, prop_scores[prop]))"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"If we wanted, we could have also passed in a custom `weights` dict to the above `semantically_equivalent()` call. If we want to use both `prop_scores` and `weights`, then they would be the third and fourth arguments, respectively, to `sematically_equivalent()`"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": null,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [],
|
||||||
|
"source": []
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"metadata": {
|
"metadata": {
|
||||||
|
|
@ -1677,7 +2570,7 @@
|
||||||
"name": "python",
|
"name": "python",
|
||||||
"nbconvert_exporter": "python",
|
"nbconvert_exporter": "python",
|
||||||
"pygments_lexer": "ipython3",
|
"pygments_lexer": "ipython3",
|
||||||
"version": "3.6.3"
|
"version": "3.6.7"
|
||||||
}
|
}
|
||||||
},
|
},
|
||||||
"nbformat": 4,
|
"nbformat": 4,
|
||||||
|
|
|
||||||
|
|
@ -279,12 +279,13 @@ class Environment(DataStoreMixin):
|
||||||
try:
|
try:
|
||||||
weights[type1]
|
weights[type1]
|
||||||
except KeyError:
|
except KeyError:
|
||||||
logger.warning("'%s' type has no 'weights' dict specified in the semantic equivalence method call!", type1)
|
logger.warning("'%s' type has no 'weights' dict specified & thus no semantic equivalence method to call!", type1)
|
||||||
sum_weights = matching_score = 0
|
sum_weights = matching_score = 0
|
||||||
else:
|
else:
|
||||||
try:
|
try:
|
||||||
method = weights[type1]["method"]
|
method = weights[type1]["method"]
|
||||||
except KeyError:
|
except KeyError:
|
||||||
|
logger.debug("Starting semantic equivalence process between: '%s' and '%s'", obj1["id"], obj2["id"])
|
||||||
matching_score = 0.0
|
matching_score = 0.0
|
||||||
sum_weights = 0.0
|
sum_weights = 0.0
|
||||||
|
|
||||||
|
|
@ -309,12 +310,14 @@ class Environment(DataStoreMixin):
|
||||||
|
|
||||||
prop_scores["matching_score"] = matching_score
|
prop_scores["matching_score"] = matching_score
|
||||||
prop_scores["sum_weights"] = sum_weights
|
prop_scores["sum_weights"] = sum_weights
|
||||||
|
logger.debug("Matching Score: %s, Sum of Weights: %s", matching_score, sum_weights)
|
||||||
else:
|
else:
|
||||||
logger.debug("Starting semantic equivalence process between: '%s' and '%s'", obj1["id"], obj2["id"])
|
logger.debug("Starting semantic equivalence process between: '%s' and '%s'", obj1["id"], obj2["id"])
|
||||||
try:
|
try:
|
||||||
matching_score, sum_weights = method(obj1, obj2, prop_scores, **weights[type1])
|
matching_score, sum_weights = method(obj1, obj2, prop_scores, **weights[type1])
|
||||||
except TypeError:
|
except TypeError:
|
||||||
matching_score, sum_weights = method(obj1, obj2, **weights[type1])
|
matching_score, sum_weights = method(obj1, obj2, **weights[type1])
|
||||||
|
logger.debug("Matching Score: %s, Sum of Weights: %s", matching_score, sum_weights)
|
||||||
|
|
||||||
if sum_weights <= 0:
|
if sum_weights <= 0:
|
||||||
return 0
|
return 0
|
||||||
|
|
|
||||||
Loading…
Reference in New Issue