diff --git a/notebooks/.ipynb_checkpoints/risk-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/risk-checkpoint.ipynb deleted file mode 100644 index dd5cf33..0000000 --- a/notebooks/.ipynb_checkpoints/risk-checkpoint.ipynb +++ /dev/null @@ -1,273 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from google.cloud import bigquery as bq\n", - "\n", - "client = bq.Client.from_service_account_json('/home/steve/dev/google-cloud-sdk/accounts/vumc-test.json')" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "xo = ['person_id','date_of_birth','race']\n", - "xi = ['person_id','value_as_number','value_source_value']" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "def get_tables(client,did,fields=[]):\n", - " \"\"\"\n", - " getting table lists from google\n", - " \"\"\"\n", - " r = []\n", - " ref = client.dataset(id)\n", - " tables = list(client.list_tables(ref))\n", - " for table in tables :\n", - " ref = table.reference\n", - " schema = client.get_table(ref).schema\n", - " names = [f.field_name for f in schema]\n", - " x = list(set(names) & set(fields))\n", - " if x :\n", - " r.append({\"name\":table.table_id,\"fields\":names})\n", - " return r\n", - " \n", - "def get_fields(**args):\n", - " \"\"\"\n", - " This function will generate a random set of fields from two tables. Tables are structured as follows \n", - " {name,fields:[],\"y\":}, with \n", - " name table name (needed to generate sql query)\n", - " fields list of field names, used in the projection\n", - " y name of the field to be joined.\n", - " @param xo candidate table in the join\n", - " @param xi candidate table in the join\n", - " @param join field by which the tables can be joined.\n", - " \"\"\"\n", - " # The set operation will remove redundancies in the field names (not sure it's a good idea)\n", - " xo = args['xo']['fields']\n", - " xi = args['xi']['fields']\n", - " zi = args['xi']['name']\n", - " return list(set(xo) | set(['.'.join([args['xi']['name'],name]) for name in xi if name != args['join']]) )\n", - "def generate_sql(**args):\n", - " \"\"\"\n", - " This function will generate the SQL query for the resulting join\n", - " \"\"\"\n", - " xo = args['xo']\n", - " xi = args['xi']\n", - " sql = \"SELECT :fields FROM :xo.name INNER JOIN :xi.name ON :xi.name.:xi.y = :xo.y \"\n", - " fields = \",\".join(get_fields(xo=xi,xi=xi,join=xi['y']))\n", - " \n", - " \n", - " sql = sql.replace(\":fields\",fields).replace(\":xo.name\",xo['name']).replace(\":xi.name\",xi['name'])\n", - " sql = sql.replace(\":xi.y\",xi['y']).replace(\":xo.y\",xo['y'])\n", - " return sql\n", - " \n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['person_id',\n", - " 'measurements.value_as_number',\n", - " 'date_of_birth',\n", - " 'race',\n", - " 'measurements.value_source_value']" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xo = {\"name\":\"person\",\"fields\":['person_id','date_of_birth','race']}\n", - "xi = {\"name\":\"measurements\",\"fields\":['person_id','value_as_number','value_source_value']}\n", - "get_fields(xo=xo,xi=xi,join=\"person_id\")" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'SELECT person_id,value_as_number,measurements.value_source_value,measurements.value_as_number,value_source_value FROM person INNER JOIN measurements ON measurements.person_id = person_id '" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xo = {\"name\":\"person\",\"fields\":['person_id','date_of_birth','race'],\"y\":\"person_id\"}\n", - "xi = {\"name\":\"measurements\",\"fields\":['person_id','value_as_number','value_source_value'],\"y\":\"person_id\"}\n", - "generate_sql(xo=xo,xi=xi)" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('a', 'b'), ('a', 'c'), ('b', 'c')]" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\"\"\"\n", - " We are designing a process that will take two tables that will generate \n", - "\"\"\"\n", - "import itertools\n", - "list(itertools.combinations(['a','b','c'],2))" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "TableReference(DatasetReference(u'aou-res-deid-vumc-test', u'raw'), 'care_site')" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ref = client.dataset('raw')\n", - "tables = list(client.list_tables(ref))\n", - "names = [table.table_id for table in tables]\n", - "(tables[0].reference)" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(u'care_site',\n", - " u'concept',\n", - " u'concept_ancestor',\n", - " u'concept_class',\n", - " u'concept_relationship',\n", - " u'concept_synonym',\n", - " u'condition_occurrence',\n", - " u'criteria',\n", - " u'death',\n", - " u'device_exposure',\n", - " u'domain',\n", - " u'drug_exposure',\n", - " u'drug_strength',\n", - " u'location',\n", - " u'measurement',\n", - " u'note',\n", - " u'observation',\n", - " u'people_seed',\n", - " u'person',\n", - " u'procedure_occurrence',\n", - " u'relationship',\n", - " u'visit_occurrence',\n", - " u'vocabulary')" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#\n", - "# find every table with person id at the very least or a subset of fields\n", - "#\n", - "def get_tables\n", - "q = ['person_id']\n", - "pairs = list(itertools.combinations(names,len(names)))\n", - "pairs[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['a']" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(set(['a','b']) & set(['a']))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.15rc1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/data-analysis.ipynb b/notebooks/data-analysis.ipynb deleted file mode 100644 index d7c44c2..0000000 --- a/notebooks/data-analysis.ipynb +++ /dev/null @@ -1,214 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "df = pd.read_csv('../src/out/risk_xoi.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Unnamed: 0 group_count row_count marketer prosecutor field_count\n", - "0 0 432512 79080802 0.005469 1 10\n", - "1 0 17824004 79080802 0.225390 1 28\n", - "2 0 43538084 79080802 0.550552 1 38\n", - "3 0 64042788 79080802 0.809840 1 46\n", - "4 0 6866070 79080802 0.086823 1 17" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "compiled = df.groupby('field_count')[['field_count','marketer','prosecutor']].mean()\n", - "figure = compiled[['marketer','prosecutor']].plot.line().get_figure()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "variables": { - " figure ": "" - } - }, - "source": [ - "# Dataset Used\n", - "---\n", - "\n", - "We performed joins against all the tables from all-of-us and truncated records while randomly selecting on record per every join. As a result we have roughly a dataset of about **80 million** records and about **5000** distinct patients.\n", - "\n", - "## Expriment Design\n", - "---\n", - "\n", - "We compute both marketer and prosecutor risk computation while randomly selecting the number of attributes out of **111**. This selection is between ***2*** and **111** attributes. The number of maximum number of attributes that can be computed at any time is **64** : limitations of Google's Big-query. We performed **500** runs.\n", - "\n", - "## Results\n", - "---\n", - "\n", - "The results show the prosecutor risk is unchanging perhaps as an artifact of the number of runs **500** or the dataset curation: The joins we performed. The prosecutor risk shows there is at least one record that vulnerable.\n", - "\n", - "The marketer risk seems to increase as the number of randomly selected attributes increases as a general trend. \n", - "\n", - "{{ figure }} \n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - 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424be77..0000000 --- a/src/out/risk_xoi_stream.csv +++ /dev/null @@ -1,501 +0,0 @@ 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b/src/setup.py @@ -0,0 +1,7 @@ +from setuptools import setup, find_packages + +setup( + name = "deid", + version = "0.1", + packages = find_packages() + )