diff --git a/python/analysis-vis/DrugUseExploration.ipynb b/python/analysis-vis/DrugUseExploration.ipynb new file mode 100644 index 0000000..2c1201b --- /dev/null +++ b/python/analysis-vis/DrugUseExploration.ipynb @@ -0,0 +1,3954 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exploring Visualizations for the Medicare Part D Data\n", + "\n", + "We're going to explore the Medicare Part D data using the VA classifications to find out what the most prescribed drug classes are and what the most expensive drug classes are, then we can go from there.\n", + "\n", + "### Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Data\n", + "\n", + "We're going to need the Medicare Part D data. Let's start just with one year, the last one:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "partd = pd.read_csv('https://query.data.world/s/do73dnhtplgxpfdb9j0y11mzg')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0drugname_branddrugname_genericclaim_counttotal_spendinguser_counttotal_spending_per_userunit_countunit_cost_wavguser_count_non_lowincomeout_of_pocket_avg_non_lowincomeuser_count_lowincomeout_of_pocket_avg_lowincome
001ST TIER UNIFINE PENTIPSPEN NEEDLE, DIABETIC10749257895.635173.049.8541721335132.00.1932052878.027.3052712295.03.987891
111ST TIER UNIFINE PENTIPS PLUSPEN NEEDLE, DIABETIC294373396.651470.049.929694369886.00.198430710.028.071930760.03.510776
22ABACAVIRABACAVIR SULFATE6921624578834.469319.02637.4969914424163.05.5555902046.0236.9419607273.06.146343
33ABACAVIR-LAMIVUDINE-ZIDOVUDINEABACAVIR/LAMIVUDINE/ZIDOVUDINE1221616626213.801621.010256.763603759933.021.878526377.0945.1543241244.024.187428
44ABELCETAMPHOTERICIN B LIPID COMPLEX439552847.75102.05420.07598047600.011.61444968.0303.14000034.031.550000
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" + ], + "text/plain": [ + " Unnamed: 0 drugname_brand drugname_generic \\\n", + "0 0 1ST TIER UNIFINE PENTIPS PEN NEEDLE, DIABETIC \n", + "1 1 1ST TIER UNIFINE PENTIPS PLUS PEN NEEDLE, DIABETIC \n", + "2 2 ABACAVIR ABACAVIR SULFATE \n", + "3 3 ABACAVIR-LAMIVUDINE-ZIDOVUDINE ABACAVIR/LAMIVUDINE/ZIDOVUDINE \n", + "4 4 ABELCET AMPHOTERICIN B LIPID COMPLEX \n", + "\n", + " claim_count total_spending user_count total_spending_per_user \\\n", + "0 10749 257895.63 5173.0 49.854172 \n", + "1 2943 73396.65 1470.0 49.929694 \n", + "2 69216 24578834.46 9319.0 2637.496991 \n", + "3 12216 16626213.80 1621.0 10256.763603 \n", + "4 439 552847.75 102.0 5420.075980 \n", + "\n", + " unit_count unit_cost_wavg user_count_non_lowincome \\\n", + "0 1335132.0 0.193205 2878.0 \n", + "1 369886.0 0.198430 710.0 \n", + "2 4424163.0 5.555590 2046.0 \n", + "3 759933.0 21.878526 377.0 \n", + "4 47600.0 11.614449 68.0 \n", + "\n", + " out_of_pocket_avg_non_lowincome user_count_lowincome \\\n", + "0 27.305271 2295.0 \n", + "1 28.071930 760.0 \n", + "2 236.941960 7273.0 \n", + "3 945.154324 1244.0 \n", + "4 303.140000 34.0 \n", + "\n", + " out_of_pocket_avg_lowincome \n", + "0 3.987891 \n", + "1 3.510776 \n", + "2 6.146343 \n", + "3 24.187428 \n", + "4 31.550000 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's make the drug names lowercase:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "partd.drugname_brand = partd.drugname_brand.str.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "partd.drugname_generic = partd.drugname_generic.str.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0drugname_branddrugname_genericclaim_counttotal_spendinguser_counttotal_spending_per_userunit_countunit_cost_wavguser_count_non_lowincomeout_of_pocket_avg_non_lowincomeuser_count_lowincomeout_of_pocket_avg_lowincome
001st tier unifine pentipspen needle, diabetic10749257895.635173.049.8541721335132.00.1932052878.027.3052712295.03.987891
111st tier unifine pentips pluspen needle, diabetic294373396.651470.049.929694369886.00.198430710.028.071930760.03.510776
22abacavirabacavir sulfate6921624578834.469319.02637.4969914424163.05.5555902046.0236.9419607273.06.146343
33abacavir-lamivudine-zidovudineabacavir/lamivudine/zidovudine1221616626213.801621.010256.763603759933.021.878526377.0945.1543241244.024.187428
44abelcetamphotericin b lipid complex439552847.75102.05420.07598047600.011.61444968.0303.14000034.031.550000
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 drugname_brand drugname_generic \\\n", + "0 0 1st tier unifine pentips pen needle, diabetic \n", + "1 1 1st tier unifine pentips plus pen needle, diabetic \n", + "2 2 abacavir abacavir sulfate \n", + "3 3 abacavir-lamivudine-zidovudine abacavir/lamivudine/zidovudine \n", + "4 4 abelcet amphotericin b lipid complex \n", + "\n", + " claim_count total_spending user_count total_spending_per_user \\\n", + "0 10749 257895.63 5173.0 49.854172 \n", + "1 2943 73396.65 1470.0 49.929694 \n", + "2 69216 24578834.46 9319.0 2637.496991 \n", + "3 12216 16626213.80 1621.0 10256.763603 \n", + "4 439 552847.75 102.0 5420.075980 \n", + "\n", + " unit_count unit_cost_wavg user_count_non_lowincome \\\n", + "0 1335132.0 0.193205 2878.0 \n", + "1 369886.0 0.198430 710.0 \n", + "2 4424163.0 5.555590 2046.0 \n", + "3 759933.0 21.878526 377.0 \n", + "4 47600.0 11.614449 68.0 \n", + "\n", + " out_of_pocket_avg_non_lowincome user_count_lowincome \\\n", + "0 27.305271 2295.0 \n", + "1 28.071930 760.0 \n", + "2 236.941960 7273.0 \n", + "3 945.154324 1244.0 \n", + "4 303.140000 34.0 \n", + "\n", + " out_of_pocket_avg_lowincome \n", + "0 3.987891 \n", + "1 3.510776 \n", + "2 6.146343 \n", + "3 24.187428 \n", + "4 31.550000 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's load the drug uses. There are some that we got from `data.world`, there's also the VA classification. Let's look at the VA classification, which we have already associated with drug names (they currently live locally):" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "druguse = pd.read_csv(\"../../data/drugnames_withclasses.csv\", sep=\"\\t\")" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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#drugname_branddrugname_genericRXCUIdrug_major_classdmc_stringdrug_classdc_stringdmc_namedc_name
010 washsulfacetamide sodium101690|DE000|OP000NaN0|DE101|OP210NaNUNKNOWN/MISSING|DERMATOLOGICAL AGENTS|OPHTHALM...UNKNOWN/MISSING|ANTI-INFECTIVE,TOPICAL|ANTI-IN...
11st tier unifine pentipspen needle, diabetic0.00NaN0NaNUNKNOWN/MISSINGUNKNOWN/MISSING
21st tier unifine pentips pluspen needle, diabetic0.00NaN0NaNUNKNOWN/MISSINGUNKNOWN/MISSING
360pse-400gfn-20dmguaifenesin/dm/pseudoephedrine5032|8896RE000NaNRE200|RE302NaNRESPIRATORY TRACT MEDICATIONSDECONGESTANTS,SYSTEMIC|ANTITUSSIVES/EXPECTORANTS
48-mopmethoxsalen6854|227713DE000NaNDE810NaNDERMATOLOGICAL AGENTSANTIPSORIATIC
5a-b oticantipyrine/benzocaine1399NT000|OT000NaNNT300|OT400NaNNASAL AND THROAT AGENTS,TOPICAL|OTIC AGENTSANESTHETICS,MUCOSAL|ANALGESICS,TOPICAL OTIC
6abacavirabacavir sulfate190521|190521AM000NaNAM800NaNANTIMICROBIALSANTIVIRALS
7abacavir-lamivudine-zidovudineabacavir/lamivudine/zidovudine190521|68244|11413AM000NaNAM800NaNANTIMICROBIALSANTIVIRALS
8abelcetamphotericin b lipid complex815070NaN0NaN00
9abilifyaripiprazole89013|352393CN000NaNCN709NaNCENTRAL NERVOUS SYSTEM MEDICATIONSANTIPSYCHOTICS
10abilify discmeltaripiprazole89013|352393CN000NaNCN709NaNCENTRAL NERVOUS SYSTEM MEDICATIONSANTIPSYCHOTICS
11abilify maintenaaripiprazole89013|352393CN000NaNCN709NaNCENTRAL NERVOUS SYSTEM MEDICATIONSANTIPSYCHOTICS
12abraxanepaclitaxel protein-bound56946|589511AN000NaNAN900NaNANTINEOPLASTICSANTINEOPLASTIC,OTHER
13absoricaisotretinoin6064|1299198DE000NaN0|DE751NaNDERMATOLOGICAL AGENTSUNKNOWN/MISSING|ANTIACNE AGENTS
14abstralfentanyl citrate4337|1053648CN000NaN0|CN101NaNCENTRAL NERVOUS SYSTEM MEDICATIONSUNKNOWN/MISSING|ANALGESICS
15acamprosate calciumacamprosate calcium82819|82819AD000NaNAD100NaNANTIDOTES,DETERRENTS AND POISON CONTROLALCOHOL DETERRENTS
16acanyaclindamycin phos/benzoyl perox2582|8100050|AM000|DE000|GU000NaN0|AM350|DE752|GU300NaNUNKNOWN/MISSING|ANTIMICROBIALS|DERMATOLOGICAL ...UNKNOWN/MISSING|LINCOMYCINS|ANTIACNE AGENTS|AN...
17acarboseacarbose16681|16681HS000NaNHS502NaNHORMONES/SYNTHETICS/MODIFIERSBLOOD GLUCOSE REGULATION AGENTS
18accolatezafirlukast114970|135092RE000NaNRE109NaNRESPIRATORY TRACT MEDICATIONSANTIASTHMA/BRONCHODILATORS
19accunebalbuterol sulfate435|3523940|RE000NaN0|RE102|RE103NaNUNKNOWN/MISSING|RESPIRATORY TRACT MEDICATIONSUNKNOWN/MISSING|ANTIASTHMA/BRONCHODILATORS|ANT...
20accuprilquinapril hcl35208|72210CV000NaNCV800NaNCARDIOVASCULAR MEDICATIONSACE INHIBITORS
21accureticquinapril/hydrochlorothiazide35208|5487|151293CV000NaNCV701|CV800NaNCARDIOVASCULAR MEDICATIONSDIURETICS|ACE INHIBITORS
22accusuresyring w-ndl,disp,insul,0.5 ml0.00NaN0NaNUNKNOWN/MISSINGUNKNOWN/MISSING
23accusuresyringe and needle,insulin,1ml0.00NaN0NaNUNKNOWN/MISSINGUNKNOWN/MISSING
24acebutolol hclacebutolol hcl149|149CV000NaNCV100NaNCARDIOVASCULAR MEDICATIONSBETA BLOCKERS/RELATED
25aceonperindopril erbumine54552|261438CV000NaNCV800NaNCARDIOVASCULAR MEDICATIONSACE INHIBITORS
26acetaminoph-caff-dihydrocodeindhcodeine bt/acetaminophn/caff0.00NaN0NaNUNKNOWN/MISSINGUNKNOWN/MISSING
27acetaminophen-codeineacetaminophen with codeine161CN000NaNCN103NaNCENTRAL NERVOUS SYSTEM MEDICATIONSANALGESICS
28acetasol hcacetic acid/hydrocortisone54920|DE000|HS000|RS000NaN0|DE200|HS051|RS100|RS202NaNUNKNOWN/MISSING|DERMATOLOGICAL AGENTS|HORMONES...UNKNOWN/MISSING|ANTI-INFLAMMATORY,TOPICAL|ADRE...
29acetazolamideacetazolamide167|167CV000NaNCV703NaNCARDIOVASCULAR MEDICATIONSDIURETICS
..............................
4468zortresseverolimus141704|9774280NaN0NaN00
4469zorvolexdiclofenac submicronized3355|14421170|DE000|MS000|OP000NaN0|DE600|MS102|OP300NaNUNKNOWN/MISSING|DERMATOLOGICAL AGENTS|MUSCULOS...UNKNOWN/MISSING|ANTINEOPLASTIC,TOPICAL|ANTIRHE...
4470zostavaxzoster vaccine live/pf6582730NaN0NaN00
4471zosynpiperacillin sodium/tazobactam8339|37617|741700NaN0NaN00
4472zosynpiperacillin-tazo-dextrose,iso741700NaN0NaN00
4473zovia 1-35eethynodiol d-ethinyl estradiol245910NaN0NaN00
4474zovia 1-50eethynodiol d-ethinyl estradiol245910NaN0NaN00
4475zoviraxacyclovir281|152535AM000|DE000NaNAM800|DE103NaNANTIMICROBIALS|DERMATOLOGICAL AGENTSANTIVIRALS|ANTI-INFECTIVE,TOPICAL
4476z-tuss acchlorpheniramine/codeine phos2400|2670AH000|CN000NaNAH104|CN101NaNANTIHISTAMINES|CENTRAL NERVOUS SYSTEM MEDICATIONSANTIHISTAMINES,ALKYLAMINE|ANALGESICS
4477z-tuss dmguaifenesin/d-methorphan hb/pe5032RE000NaNRE302NaNRESPIRATORY TRACT MEDICATIONSANTITUSSIVES/EXPECTORANTS
4478zubsolvbuprenorphine hcl/naloxone hcl1819|7242|1431077CN000NaN0|CN101|CN102NaNCENTRAL NERVOUS SYSTEM MEDICATIONSUNKNOWN/MISSING|ANALGESICS|ANALGESICS
4479zuplenzondansetron26225|998029GA000NaNGA605NaNGASTROINTESTINAL MEDICATIONSANTIEMETICS
4480zutriprohydrocodone/cpm/pseudoephed5489|11122210NaN0NaN00
4481zybanbupropion hcl42347|227948CN000NaN0|CN609NaNCENTRAL NERVOUS SYSTEM MEDICATIONSUNKNOWN/MISSING|ANTIDEPRESSANTS
4482zyclaraimiquimod59943|967018IM000NaN0|IM900NaNIMMUNOLOGICAL AGENTSUNKNOWN/MISSING|IMMUNOLOGICAL AGENTS,OTHER
4483zydeligidelalisib1544460|15444660NaN0NaN00
4484zydonehydrocodone/acetaminophen5489|161|221046CN000NaNCN103NaNCENTRAL NERVOUS SYSTEM MEDICATIONSANALGESICS
4485zyflozileuton40575|221047RE000NaNRE109NaNRESPIRATORY TRACT MEDICATIONSANTIASTHMA/BRONCHODILATORS
4486zyflo crzileuton40575|221047RE000NaNRE109NaNRESPIRATORY TRACT MEDICATIONSANTIASTHMA/BRONCHODILATORS
4487zykadiaceritinib1535457|15354630NaN0NaN00
4488zylettobramycin/lotepred etab10627|545256AM000|OP000|RE000NaNAM300|OP210|RE900NaNANTIMICROBIALS|OPHTHALMIC AGENTS|RESPIRATORY T...AMINOGLYCOSIDES|ANTI-INFECTIVE,TOPICAL OPHTHAL...
4489zyloprimallopurinol519|203600MS000NaNMS400NaNMUSCULOSKELETAL MEDICATIONSANTIGOUT AGENTS
4490zymargatifloxacin2284760|OP000NaN0|OP210NaNUNKNOWN/MISSING|OPHTHALMIC AGENTSUNKNOWN/MISSING|ANTI-INFECTIVE,TOPICAL OPHTHALMIC
4491zymaxidgatifloxacin228476|9923960|OP000NaN0|OP210NaNUNKNOWN/MISSING|OPHTHALMIC AGENTSUNKNOWN/MISSING|ANTI-INFECTIVE,TOPICAL OPHTHALMIC
4492zyprexaolanzapine61381|135423CN000NaN0|CN709NaNCENTRAL NERVOUS SYSTEM MEDICATIONSUNKNOWN/MISSING|ANTIPSYCHOTICS
4493zyprexa relprevvolanzapine pamoate61381|135423CN000NaN0|CN709NaNCENTRAL NERVOUS SYSTEM MEDICATIONSUNKNOWN/MISSING|ANTIPSYCHOTICS
4494zyprexa zydisolanzapine61381|135423CN000NaN0|CN709NaNCENTRAL NERVOUS SYSTEM MEDICATIONSUNKNOWN/MISSING|ANTIPSYCHOTICS
4495zyrtec-dcetirizine hcl/pseudoephedrine20610|8896|353102AH000|RE000NaNAH105|RE200NaNANTIHISTAMINES|RESPIRATORY TRACT MEDICATIONSANTIHISTAMINES,PIPERAZINE|DECONGESTANTS,SYSTEMIC
4496zytigaabiraterone acetate1100072|11000760NaN0NaN00
4497zyvoxlinezolid190376|261710AM000NaNAM900NaNANTIMICROBIALSANTI-INFECTIVES,OTHER
\n", + "

4498 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " #drugname_brand drugname_generic \\\n", + "0 10 wash sulfacetamide sodium \n", + "1 1st tier unifine pentips pen needle, diabetic \n", + "2 1st tier unifine pentips plus pen needle, diabetic \n", + "3 60pse-400gfn-20dm guaifenesin/dm/pseudoephedrine \n", + "4 8-mop methoxsalen \n", + "5 a-b otic antipyrine/benzocaine \n", + "6 abacavir abacavir sulfate \n", + "7 abacavir-lamivudine-zidovudine abacavir/lamivudine/zidovudine \n", + "8 abelcet amphotericin b lipid complex \n", + "9 abilify aripiprazole \n", + "10 abilify discmelt aripiprazole \n", + "11 abilify maintena aripiprazole \n", + "12 abraxane paclitaxel protein-bound \n", + "13 absorica isotretinoin \n", + "14 abstral fentanyl citrate \n", + "15 acamprosate calcium acamprosate calcium \n", + "16 acanya clindamycin phos/benzoyl perox \n", + "17 acarbose acarbose \n", + "18 accolate zafirlukast \n", + "19 accuneb albuterol sulfate \n", + "20 accupril quinapril hcl \n", + "21 accuretic quinapril/hydrochlorothiazide \n", + "22 accusure syring w-ndl,disp,insul,0.5 ml \n", + "23 accusure syringe and needle,insulin,1ml \n", + "24 acebutolol hcl acebutolol hcl \n", + "25 aceon perindopril erbumine \n", + "26 acetaminoph-caff-dihydrocodein dhcodeine bt/acetaminophn/caff \n", + "27 acetaminophen-codeine acetaminophen with codeine \n", + "28 acetasol hc acetic acid/hydrocortisone \n", + "29 acetazolamide acetazolamide \n", + "... ... ... \n", + "4468 zortress everolimus \n", + "4469 zorvolex diclofenac submicronized \n", + "4470 zostavax zoster vaccine live/pf \n", + "4471 zosyn piperacillin sodium/tazobactam \n", + "4472 zosyn piperacillin-tazo-dextrose,iso \n", + "4473 zovia 1-35e ethynodiol d-ethinyl estradiol \n", + "4474 zovia 1-50e ethynodiol d-ethinyl estradiol \n", + "4475 zovirax acyclovir \n", + "4476 z-tuss ac chlorpheniramine/codeine phos \n", + "4477 z-tuss dm guaifenesin/d-methorphan hb/pe \n", + "4478 zubsolv buprenorphine hcl/naloxone hcl \n", + "4479 zuplenz ondansetron \n", + "4480 zutripro hydrocodone/cpm/pseudoephed \n", + "4481 zyban bupropion hcl \n", + "4482 zyclara imiquimod \n", + "4483 zydelig idelalisib \n", + "4484 zydone hydrocodone/acetaminophen \n", + "4485 zyflo zileuton \n", + "4486 zyflo cr zileuton \n", + "4487 zykadia ceritinib \n", + "4488 zylet tobramycin/lotepred etab \n", + "4489 zyloprim allopurinol \n", + "4490 zymar gatifloxacin \n", + "4491 zymaxid gatifloxacin \n", + "4492 zyprexa olanzapine \n", + "4493 zyprexa relprevv olanzapine pamoate \n", + "4494 zyprexa zydis olanzapine \n", + "4495 zyrtec-d cetirizine hcl/pseudoephedrine \n", + "4496 zytiga abiraterone acetate \n", + "4497 zyvox linezolid \n", + "\n", + " RXCUI drug_major_class dmc_string \\\n", + "0 10169 0|DE000|OP000 NaN \n", + "1 0.0 0 NaN \n", + "2 0.0 0 NaN \n", + "3 5032|8896 RE000 NaN \n", + "4 6854|227713 DE000 NaN \n", + "5 1399 NT000|OT000 NaN \n", + "6 190521|190521 AM000 NaN \n", + "7 190521|68244|11413 AM000 NaN \n", + "8 81507 0 NaN \n", + "9 89013|352393 CN000 NaN \n", + "10 89013|352393 CN000 NaN \n", + "11 89013|352393 CN000 NaN \n", + "12 56946|589511 AN000 NaN \n", + "13 6064|1299198 DE000 NaN \n", + "14 4337|1053648 CN000 NaN \n", + "15 82819|82819 AD000 NaN \n", + "16 2582|810005 0|AM000|DE000|GU000 NaN \n", + "17 16681|16681 HS000 NaN \n", + "18 114970|135092 RE000 NaN \n", + "19 435|352394 0|RE000 NaN \n", + "20 35208|72210 CV000 NaN \n", + "21 35208|5487|151293 CV000 NaN \n", + "22 0.0 0 NaN \n", + "23 0.0 0 NaN \n", + "24 149|149 CV000 NaN \n", + "25 54552|261438 CV000 NaN \n", + "26 0.0 0 NaN \n", + "27 161 CN000 NaN \n", + "28 5492 0|DE000|HS000|RS000 NaN \n", + "29 167|167 CV000 NaN \n", + "... ... ... ... \n", + "4468 141704|977428 0 NaN \n", + "4469 3355|1442117 0|DE000|MS000|OP000 NaN \n", + "4470 658273 0 NaN \n", + "4471 8339|37617|74170 0 NaN \n", + "4472 74170 0 NaN \n", + "4473 24591 0 NaN \n", + "4474 24591 0 NaN \n", + "4475 281|152535 AM000|DE000 NaN \n", + "4476 2400|2670 AH000|CN000 NaN \n", + "4477 5032 RE000 NaN \n", + "4478 1819|7242|1431077 CN000 NaN \n", + "4479 26225|998029 GA000 NaN \n", + "4480 5489|1112221 0 NaN \n", + "4481 42347|227948 CN000 NaN \n", + "4482 59943|967018 IM000 NaN \n", + "4483 1544460|1544466 0 NaN \n", + "4484 5489|161|221046 CN000 NaN \n", + "4485 40575|221047 RE000 NaN \n", + "4486 40575|221047 RE000 NaN \n", + "4487 1535457|1535463 0 NaN \n", + "4488 10627|545256 AM000|OP000|RE000 NaN \n", + "4489 519|203600 MS000 NaN \n", + "4490 228476 0|OP000 NaN \n", + "4491 228476|992396 0|OP000 NaN \n", + "4492 61381|135423 CN000 NaN \n", + "4493 61381|135423 CN000 NaN \n", + "4494 61381|135423 CN000 NaN \n", + "4495 20610|8896|353102 AH000|RE000 NaN \n", + "4496 1100072|1100076 0 NaN \n", + "4497 190376|261710 AM000 NaN \n", + "\n", + " drug_class dc_string \\\n", + "0 0|DE101|OP210 NaN \n", + "1 0 NaN \n", + "2 0 NaN \n", + "3 RE200|RE302 NaN \n", + "4 DE810 NaN \n", + "5 NT300|OT400 NaN \n", + "6 AM800 NaN \n", + "7 AM800 NaN \n", + "8 0 NaN \n", + "9 CN709 NaN \n", + "10 CN709 NaN \n", + "11 CN709 NaN \n", + "12 AN900 NaN \n", + "13 0|DE751 NaN \n", + "14 0|CN101 NaN \n", + "15 AD100 NaN \n", + "16 0|AM350|DE752|GU300 NaN \n", + "17 HS502 NaN \n", + "18 RE109 NaN \n", + "19 0|RE102|RE103 NaN \n", + "20 CV800 NaN \n", + "21 CV701|CV800 NaN \n", + "22 0 NaN \n", + "23 0 NaN \n", + "24 CV100 NaN \n", + "25 CV800 NaN \n", + "26 0 NaN \n", + "27 CN103 NaN \n", + "28 0|DE200|HS051|RS100|RS202 NaN \n", + "29 CV703 NaN \n", + "... ... ... \n", + "4468 0 NaN \n", + "4469 0|DE600|MS102|OP300 NaN \n", + "4470 0 NaN \n", + "4471 0 NaN \n", + "4472 0 NaN \n", + "4473 0 NaN \n", + "4474 0 NaN \n", + "4475 AM800|DE103 NaN \n", + "4476 AH104|CN101 NaN \n", + "4477 RE302 NaN \n", + "4478 0|CN101|CN102 NaN \n", + "4479 GA605 NaN \n", + "4480 0 NaN \n", + "4481 0|CN609 NaN \n", + "4482 0|IM900 NaN \n", + "4483 0 NaN \n", + "4484 CN103 NaN \n", + "4485 RE109 NaN \n", + "4486 RE109 NaN \n", + "4487 0 NaN \n", + "4488 AM300|OP210|RE900 NaN \n", + "4489 MS400 NaN \n", + "4490 0|OP210 NaN \n", + "4491 0|OP210 NaN \n", + "4492 0|CN709 NaN \n", + "4493 0|CN709 NaN \n", + "4494 0|CN709 NaN \n", + "4495 AH105|RE200 NaN \n", + "4496 0 NaN \n", + "4497 AM900 NaN \n", + "\n", + " dmc_name \\\n", + "0 UNKNOWN/MISSING|DERMATOLOGICAL AGENTS|OPHTHALM... \n", + "1 UNKNOWN/MISSING \n", + "2 UNKNOWN/MISSING \n", + "3 RESPIRATORY TRACT MEDICATIONS \n", + "4 DERMATOLOGICAL AGENTS \n", + "5 NASAL AND THROAT AGENTS,TOPICAL|OTIC AGENTS \n", + "6 ANTIMICROBIALS \n", + "7 ANTIMICROBIALS \n", + "8 0 \n", + "9 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "10 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "11 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "12 ANTINEOPLASTICS \n", + "13 DERMATOLOGICAL AGENTS \n", + "14 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "15 ANTIDOTES,DETERRENTS AND POISON CONTROL \n", + "16 UNKNOWN/MISSING|ANTIMICROBIALS|DERMATOLOGICAL ... \n", + "17 HORMONES/SYNTHETICS/MODIFIERS \n", + "18 RESPIRATORY TRACT MEDICATIONS \n", + "19 UNKNOWN/MISSING|RESPIRATORY TRACT MEDICATIONS \n", + "20 CARDIOVASCULAR MEDICATIONS \n", + "21 CARDIOVASCULAR MEDICATIONS \n", + "22 UNKNOWN/MISSING \n", + "23 UNKNOWN/MISSING \n", + "24 CARDIOVASCULAR MEDICATIONS \n", + "25 CARDIOVASCULAR MEDICATIONS \n", + "26 UNKNOWN/MISSING \n", + "27 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "28 UNKNOWN/MISSING|DERMATOLOGICAL AGENTS|HORMONES... \n", + "29 CARDIOVASCULAR MEDICATIONS \n", + "... ... \n", + "4468 0 \n", + "4469 UNKNOWN/MISSING|DERMATOLOGICAL AGENTS|MUSCULOS... \n", + "4470 0 \n", + "4471 0 \n", + "4472 0 \n", + "4473 0 \n", + "4474 0 \n", + "4475 ANTIMICROBIALS|DERMATOLOGICAL AGENTS \n", + "4476 ANTIHISTAMINES|CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "4477 RESPIRATORY TRACT MEDICATIONS \n", + "4478 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "4479 GASTROINTESTINAL MEDICATIONS \n", + "4480 0 \n", + "4481 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "4482 IMMUNOLOGICAL AGENTS \n", + "4483 0 \n", + "4484 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "4485 RESPIRATORY TRACT MEDICATIONS \n", + "4486 RESPIRATORY TRACT MEDICATIONS \n", + "4487 0 \n", + "4488 ANTIMICROBIALS|OPHTHALMIC AGENTS|RESPIRATORY T... \n", + "4489 MUSCULOSKELETAL MEDICATIONS \n", + "4490 UNKNOWN/MISSING|OPHTHALMIC AGENTS \n", + "4491 UNKNOWN/MISSING|OPHTHALMIC AGENTS \n", + "4492 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "4493 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "4494 CENTRAL NERVOUS SYSTEM MEDICATIONS \n", + "4495 ANTIHISTAMINES|RESPIRATORY TRACT MEDICATIONS \n", + "4496 0 \n", + "4497 ANTIMICROBIALS \n", + "\n", + " dc_name \n", + "0 UNKNOWN/MISSING|ANTI-INFECTIVE,TOPICAL|ANTI-IN... \n", + "1 UNKNOWN/MISSING \n", + "2 UNKNOWN/MISSING \n", + "3 DECONGESTANTS,SYSTEMIC|ANTITUSSIVES/EXPECTORANTS \n", + "4 ANTIPSORIATIC \n", + "5 ANESTHETICS,MUCOSAL|ANALGESICS,TOPICAL OTIC \n", + "6 ANTIVIRALS \n", + "7 ANTIVIRALS \n", + "8 0 \n", + "9 ANTIPSYCHOTICS \n", + "10 ANTIPSYCHOTICS \n", + "11 ANTIPSYCHOTICS \n", + "12 ANTINEOPLASTIC,OTHER \n", + "13 UNKNOWN/MISSING|ANTIACNE AGENTS \n", + "14 UNKNOWN/MISSING|ANALGESICS \n", + "15 ALCOHOL DETERRENTS \n", + "16 UNKNOWN/MISSING|LINCOMYCINS|ANTIACNE AGENTS|AN... \n", + "17 BLOOD GLUCOSE REGULATION AGENTS \n", + "18 ANTIASTHMA/BRONCHODILATORS \n", + "19 UNKNOWN/MISSING|ANTIASTHMA/BRONCHODILATORS|ANT... \n", + "20 ACE INHIBITORS \n", + "21 DIURETICS|ACE INHIBITORS \n", + "22 UNKNOWN/MISSING \n", + "23 UNKNOWN/MISSING \n", + "24 BETA BLOCKERS/RELATED \n", + "25 ACE INHIBITORS \n", + "26 UNKNOWN/MISSING \n", + "27 ANALGESICS \n", + "28 UNKNOWN/MISSING|ANTI-INFLAMMATORY,TOPICAL|ADRE... \n", + "29 DIURETICS \n", + "... ... \n", + "4468 0 \n", + "4469 UNKNOWN/MISSING|ANTINEOPLASTIC,TOPICAL|ANTIRHE... \n", + "4470 0 \n", + "4471 0 \n", + "4472 0 \n", + "4473 0 \n", + "4474 0 \n", + "4475 ANTIVIRALS|ANTI-INFECTIVE,TOPICAL \n", + "4476 ANTIHISTAMINES,ALKYLAMINE|ANALGESICS \n", + "4477 ANTITUSSIVES/EXPECTORANTS \n", + "4478 UNKNOWN/MISSING|ANALGESICS|ANALGESICS \n", + "4479 ANTIEMETICS \n", + "4480 0 \n", + "4481 UNKNOWN/MISSING|ANTIDEPRESSANTS \n", + "4482 UNKNOWN/MISSING|IMMUNOLOGICAL AGENTS,OTHER \n", + "4483 0 \n", + "4484 ANALGESICS \n", + "4485 ANTIASTHMA/BRONCHODILATORS \n", + "4486 ANTIASTHMA/BRONCHODILATORS \n", + "4487 0 \n", + "4488 AMINOGLYCOSIDES|ANTI-INFECTIVE,TOPICAL OPHTHAL... \n", + "4489 ANTIGOUT AGENTS \n", + "4490 UNKNOWN/MISSING|ANTI-INFECTIVE,TOPICAL OPHTHALMIC \n", + "4491 UNKNOWN/MISSING|ANTI-INFECTIVE,TOPICAL OPHTHALMIC \n", + "4492 UNKNOWN/MISSING|ANTIPSYCHOTICS \n", + "4493 UNKNOWN/MISSING|ANTIPSYCHOTICS \n", + "4494 UNKNOWN/MISSING|ANTIPSYCHOTICS \n", + "4495 ANTIHISTAMINES,PIPERAZINE|DECONGESTANTS,SYSTEMIC \n", + "4496 0 \n", + "4497 ANTI-INFECTIVES,OTHER \n", + "\n", + "[4498 rows x 9 columns]" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "druguse" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's make empty columns for the drug major and minor classes and their names:" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "partd[\"drug_major_class\"] = \"\"\n", + "partd[\"drug_class\"] = \"\"\n", + "partd[\"dmc_name\"] = \"\"\n", + "partd[\"dc_name\"] = \"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "for idx in partd.index:\n", + " r = partd.loc[idx]\n", + " druguse_loc = druguse[druguse[\"#drugname_brand\"] == r.drugname_brand].index\n", + " partd.loc[idx, \"drug_major_class\"] = druguse.loc[druguse_loc[0], \"drug_major_class\"]\n", + " partd.loc[idx, \"drug_class\"] = druguse.loc[druguse_loc[0], \"drug_class\"]\n", + " partd.loc[idx, \"dmc_name\"] = druguse.loc[druguse_loc[0], \"dmc_name\"]\n", + " partd.loc[idx, \"dc_name\"] = druguse.loc[druguse_loc[0], \"dc_name\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0drugname_branddrugname_genericclaim_counttotal_spendinguser_counttotal_spending_per_userunit_countunit_cost_wavguser_count_non_lowincomeout_of_pocket_avg_non_lowincomeuser_count_lowincomeout_of_pocket_avg_lowincomedrug_major_classdrug_classdmc_namedc_name
001st tier unifine pentipspen needle, diabetic10749257895.635173.049.8541721335132.00.1932052878.027.3052712295.03.98789100UNKNOWN/MISSINGUNKNOWN/MISSING
111st tier unifine pentips pluspen needle, diabetic294373396.651470.049.929694369886.00.198430710.028.071930760.03.51077600UNKNOWN/MISSINGUNKNOWN/MISSING
22abacavirabacavir sulfate6921624578834.469319.02637.4969914424163.05.5555902046.0236.9419607273.06.146343AM000AM800ANTIMICROBIALSANTIVIRALS
33abacavir-lamivudine-zidovudineabacavir/lamivudine/zidovudine1221616626213.801621.010256.763603759933.021.878526377.0945.1543241244.024.187428AM000AM800ANTIMICROBIALSANTIVIRALS
44abelcetamphotericin b lipid complex439552847.75102.05420.07598047600.011.61444968.0303.14000034.031.5500000000
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" + ], + "text/plain": [ + " Unnamed: 0 drugname_brand drugname_generic \\\n", + "0 0 1st tier unifine pentips pen needle, diabetic \n", + "1 1 1st tier unifine pentips plus pen needle, diabetic \n", + "2 2 abacavir abacavir sulfate \n", + "3 3 abacavir-lamivudine-zidovudine abacavir/lamivudine/zidovudine \n", + "4 4 abelcet amphotericin b lipid complex \n", + "\n", + " claim_count total_spending user_count total_spending_per_user \\\n", + "0 10749 257895.63 5173.0 49.854172 \n", + "1 2943 73396.65 1470.0 49.929694 \n", + "2 69216 24578834.46 9319.0 2637.496991 \n", + "3 12216 16626213.80 1621.0 10256.763603 \n", + "4 439 552847.75 102.0 5420.075980 \n", + "\n", + " unit_count unit_cost_wavg user_count_non_lowincome \\\n", + "0 1335132.0 0.193205 2878.0 \n", + "1 369886.0 0.198430 710.0 \n", + "2 4424163.0 5.555590 2046.0 \n", + "3 759933.0 21.878526 377.0 \n", + "4 47600.0 11.614449 68.0 \n", + "\n", + " out_of_pocket_avg_non_lowincome user_count_lowincome \\\n", + "0 27.305271 2295.0 \n", + "1 28.071930 760.0 \n", + "2 236.941960 7273.0 \n", + "3 945.154324 1244.0 \n", + "4 303.140000 34.0 \n", + "\n", + " out_of_pocket_avg_lowincome drug_major_class drug_class dmc_name \\\n", + "0 3.987891 0 0 UNKNOWN/MISSING \n", + "1 3.510776 0 0 UNKNOWN/MISSING \n", + "2 6.146343 AM000 AM800 ANTIMICROBIALS \n", + "3 24.187428 AM000 AM800 ANTIMICROBIALS \n", + "4 31.550000 0 0 0 \n", + "\n", + " dc_name \n", + "0 UNKNOWN/MISSING \n", + "1 UNKNOWN/MISSING \n", + "2 ANTIVIRALS \n", + "3 ANTIVIRALS \n", + "4 0 " + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok, cool! Let's try to take one particular class of drugs and look at that. " + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "d = partd[partd[\"dmc_name\"] == \"ANTIMICROBIALS\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 361002\n", + "drugname_brand abacavirabacavir-lamivudine-zidovudineaczonead...\n", + "drugname_generic abacavir sulfateabacavir/lamivudine/zidovudine...\n", + "claim_count 32796792\n", + "total_spending 5.604e+09\n", + "user_count 1.90962e+07\n", + "total_spending_per_user 573654\n", + "unit_count 1.06532e+09\n", + "unit_cost_wavg 3432.53\n", + "user_count_non_lowincome 1.18441e+07\n", + "out_of_pocket_avg_non_lowincome 60351.9\n", + "user_count_lowincome 7.25160e+06\n", + "out_of_pocket_avg_lowincome 1595.35\n", + "drug_major_class AM000AM000AM000AM000AM000AM000AM000AM000AM000A...\n", + "drug_class AM800AM8000|AM900AM8000|AM250AM800AM300AM111AM...\n", + "dmc_name ANTIMICROBIALSANTIMICROBIALSANTIMICROBIALSANTI...\n", + "dc_name ANTIVIRALSANTIVIRALSUNKNOWN/MISSING|ANTI-INFEC...\n", + "dtype: object" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d.sum(axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0drugname_branddrugname_genericclaim_counttotal_spendinguser_counttotal_spending_per_userunit_countunit_cost_wavguser_count_non_lowincomeout_of_pocket_avg_non_lowincomeuser_count_lowincomeout_of_pocket_avg_lowincomedrug_major_classdrug_classdmc_namedc_name
001st tier unifine pentipspen needle, diabetic10749257895.635173.049.8541721335132.00.1932052878.027.3052712295.03.98789100UNKNOWN/MISSINGUNKNOWN/MISSING
111st tier unifine pentips pluspen needle, diabetic294373396.651470.049.929694369886.00.198430710.028.071930760.03.51077600UNKNOWN/MISSINGUNKNOWN/MISSING
22abacavirabacavir sulfate6921624578834.469319.02637.4969914424163.05.5555902046.0236.9419607273.06.146343AM000AM800ANTIMICROBIALSANTIVIRALS
33abacavir-lamivudine-zidovudineabacavir/lamivudine/zidovudine1221616626213.801621.010256.763603759933.021.878526377.0945.1543241244.024.187428AM000AM800ANTIMICROBIALSANTIVIRALS
44abelcetamphotericin b lipid complex439552847.75102.05420.07598047600.011.61444968.0303.14000034.031.5500000000
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" + ], + "text/plain": [ + " Unnamed: 0 drugname_brand drugname_generic \\\n", + "0 0 1st tier unifine pentips pen needle, diabetic \n", + "1 1 1st tier unifine pentips plus pen needle, diabetic \n", + "2 2 abacavir abacavir sulfate \n", + "3 3 abacavir-lamivudine-zidovudine abacavir/lamivudine/zidovudine \n", + "4 4 abelcet amphotericin b lipid complex \n", + "\n", + " claim_count total_spending user_count total_spending_per_user \\\n", + "0 10749 257895.63 5173.0 49.854172 \n", + "1 2943 73396.65 1470.0 49.929694 \n", + "2 69216 24578834.46 9319.0 2637.496991 \n", + "3 12216 16626213.80 1621.0 10256.763603 \n", + "4 439 552847.75 102.0 5420.075980 \n", + "\n", + " unit_count unit_cost_wavg user_count_non_lowincome \\\n", + "0 1335132.0 0.193205 2878.0 \n", + "1 369886.0 0.198430 710.0 \n", + "2 4424163.0 5.555590 2046.0 \n", + "3 759933.0 21.878526 377.0 \n", + "4 47600.0 11.614449 68.0 \n", + "\n", + " out_of_pocket_avg_non_lowincome user_count_lowincome \\\n", + "0 27.305271 2295.0 \n", + "1 28.071930 760.0 \n", + "2 236.941960 7273.0 \n", + "3 945.154324 1244.0 \n", + "4 303.140000 34.0 \n", + "\n", + " out_of_pocket_avg_lowincome drug_major_class drug_class dmc_name \\\n", + "0 3.987891 0 0 UNKNOWN/MISSING \n", + "1 3.510776 0 0 UNKNOWN/MISSING \n", + "2 6.146343 AM000 AM800 ANTIMICROBIALS \n", + "3 24.187428 AM000 AM800 ANTIMICROBIALS \n", + "4 31.550000 0 0 0 \n", + "\n", + " dc_name \n", + "0 UNKNOWN/MISSING \n", + "1 UNKNOWN/MISSING \n", + "2 ANTIVIRALS \n", + "3 ANTIVIRALS \n", + "4 0 " + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Note**: That currently does not include any drugs that have **more than one string**. Let's fix that:" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'UNKNOWN/MISSING|ANTIMICROBIALS|DERMATOLOGICAL AGENTS|GENITOURINARY MEDICATIONS'" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx = 12\n", + "partd.loc[idx, \"dmc_name\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 12\n", + "drugname_brand acanya\n", + "drugname_generic clindamycin phos/benzoyl perox\n", + "claim_count 799\n", + "total_spending 360521\n", + "user_count 452\n", + "total_spending_per_user 797.612\n", + "unit_count 42010\n", + "unit_cost_wavg 8.58179\n", + "user_count_non_lowincome 302\n", + "out_of_pocket_avg_non_lowincome 110.996\n", + "user_count_lowincome 150\n", + "out_of_pocket_avg_lowincome 13.9405\n", + "drug_major_class 0|AM000|DE000|GU000\n", + "drug_class 0|AM350|DE752|GU300\n", + "dmc_name UNKNOWN/MISSING|ANTIMICROBIALS|DERMATOLOGICAL ...\n", + "dc_name UNKNOWN/MISSING|LINCOMYCINS|ANTIACNE AGENTS|AN...\n", + "Name: 12, dtype: object" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd.loc[idx]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cleaning up the Drug Data\n", + "\n", + "**Caution**: This is quite hacky and should probably be fixed!\n", + "\n", + "One of the main issue is that several drugs have multiple RxNorm IDs, which means that they might also have multiple drug classes associated with them. Which should we choose?\n", + "\n", + "For now, we're going to be super hacky and just choose the first one (unless it's unknown/missing)." + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "for idx in partd.index:\n", + " dmc_name = partd.loc[idx, \"dmc_name\"]\n", + " dsplit = dmc_name.split(\"|\")\n", + " if dsplit[0] != \"UNKNOWN/MISSING\" or len(dsplit) == 1:\n", + " partd.loc[idx, \"dmc_name\"] = dsplit[0]\n", + " else:\n", + " partd.loc[idx, \"dmc_name\"] = dsplit[1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Matching the drugs to their drug classes in the Part D Data" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "claim_count = partd.groupby(by=\"dmc_name\", as_index=False)[\"claim_count\"].sum()\n", + "claim_count.set_index(\"dmc_name\", drop=True, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ANTIPARASITICS2350112
AUTONOMIC MEDICATIONS9639042
BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS33792891
CARDIOVASCULAR MEDICATIONS470267041
CENTRAL NERVOUS SYSTEM MEDICATIONS333097899
DERMATOLOGICAL AGENTS46531194
GASTROINTESTINAL MEDICATIONS79329271
GENITOURINARY MEDICATIONS12655111
HORMONES/SYNTHETICS/MODIFIERS140385660
IMMUNOLOGICAL AGENTS2553364
IRRIGATION/DIALYSIS SOLUTIONS24982
MISCELLANEOUS AGENTS1012
MUSCULOSKELETAL MEDICATIONS51355965
NASAL AND THROAT AGENTS,TOPICAL7372025
OPHTHALMIC AGENTS17364543
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" + ], + "text/plain": [ + " claim_count\n", + "dmc_name \n", + "0 79883523\n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 597424\n", + "ANTIHISTAMINES 6435919\n", + "ANTIMICROBIALS 84737290\n", + "ANTINEOPLASTICS 6300490\n", + "ANTIPARASITICS 2350112\n", + "AUTONOMIC MEDICATIONS 9639042\n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 33792891\n", + "CARDIOVASCULAR MEDICATIONS 470267041\n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 333097899\n", + "DERMATOLOGICAL AGENTS 46531194\n", + "GASTROINTESTINAL MEDICATIONS 79329271\n", + "GENITOURINARY MEDICATIONS 12655111\n", + "HORMONES/SYNTHETICS/MODIFIERS 140385660\n", + "IMMUNOLOGICAL AGENTS 2553364\n", + "IRRIGATION/DIALYSIS SOLUTIONS 24982\n", + "MISCELLANEOUS AGENTS 1012\n", + "MUSCULOSKELETAL MEDICATIONS 51355965\n", + "NASAL AND THROAT AGENTS,TOPICAL 7372025\n", + "OPHTHALMIC AGENTS 17364543\n", + "RECTAL,LOCAL 411\n", + "RESPIRATORY TRACT MEDICATIONS 28612355\n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 46047\n", + "UNKNOWN/MISSING 32490216\n", + "VITAMINS 2639607" + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "claim_count" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "total_spending = partd.groupby(by=\"dmc_name\", as_index=False)[\"total_spending\"].sum()\n", + "total_spending.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "user_count = partd.groupby(by=\"dmc_name\", as_index=False)[\"user_count\"].sum()\n", + "user_count.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "total_spending_per_user = partd.groupby(by=\"dmc_name\", as_index=False)[\"total_spending_per_user\"].mean()\n", + "total_spending_per_user.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "unit_count = partd.groupby(by=\"dmc_name\", as_index=False)[\"unit_count\"].sum()\n", + "unit_count.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "unit_cost_wavg = partd.groupby(by=\"dmc_name\", as_index=False)[\"unit_cost_wavg\"].mean()\n", + "unit_cost_wavg.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "user_count_non_lowincome = partd.groupby(by=\"dmc_name\", as_index=False)[\"user_count_non_lowincome\"].sum()\n", + "user_count_non_lowincome.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "out_of_pocket_avg_non_lowincome = partd.groupby(by=\"dmc_name\", as_index=False)[\"out_of_pocket_avg_non_lowincome\"].mean()\n", + "out_of_pocket_avg_non_lowincome.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "user_count_lowincome = partd.groupby(by=\"dmc_name\", as_index=False)[\"user_count_lowincome\"].sum()\n", + "user_count_lowincome.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n", + "out_of_pocket_avg_lowincome = partd.groupby(by=\"dmc_name\", as_index=False)[\"out_of_pocket_avg_lowincome\"].mean()\n", + "out_of_pocket_avg_lowincome.set_index(\"dmc_name\", drop=True, inplace=True)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "claim_count.index.name = \"dmc_name\"" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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dmc_name
08573645.0
ANTIDOTES,DETERRENTS AND POISON CONTROL149352.0
ANTIHISTAMINES1152058.0
ANTIMICROBIALS18732599.0
ANTINEOPLASTICS357887.0
\n", + "
" + ], + "text/plain": [ + " user_count_lowincome\n", + "dmc_name \n", + "0 8573645.0\n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 149352.0\n", + "ANTIHISTAMINES 1152058.0\n", + "ANTIMICROBIALS 18732599.0\n", + "ANTINEOPLASTICS 357887.0" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "user_count_lowincome.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dfs = [claim_count,\n", + " total_spending,\n", + " user_count,\n", + " total_spending_per_user,\n", + " unit_count,\n", + " unit_cost_wavg,\n", + " user_count_non_lowincome,\n", + " out_of_pocket_avg_non_lowincome, \n", + " user_count_lowincome, \n", + " out_of_pocket_avg_lowincome]" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from functools import reduce\n", + "partd_grouped = reduce(lambda left,right: pd.merge(left,right,left_index=True, right_index=True), dfs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Last step: let's remove the rows \"0\" and \"UNKNOWN/MISSING\" from the table:" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "partd_grouped = partd_grouped.drop([\"0\", \"UNKNOWN/MISSING\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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claim_counttotal_spendinguser_counttotal_spending_per_userunit_countunit_cost_wavguser_count_non_lowincomeout_of_pocket_avg_non_lowincomeuser_count_lowincomeout_of_pocket_avg_lowincome
dmc_name
ANTIDOTES,DETERRENTS AND POISON CONTROL5974243.315259e+08228718.019500.1971433.788590e+0793.22291879165.0971.951272149352.016.969592
ANTIHISTAMINES64359191.409777e+082039623.0327.8127834.091644e+082.368796887448.068.7197661152058.04.822949
ANTIMICROBIALS847372906.829379e+0951985674.01987.0003322.593541e+0915.47956033252312.0225.13430618732599.06.705091
ANTINEOPLASTICS63004903.408084e+091477080.011416.4272542.861639e+08351.3108831118851.0882.492539357887.025.220989
ANTIPARASITICS23501124.384229e+08705211.01916.1256711.852337e+0825.970199416720.0125.413762288454.04.808811
AUTONOMIC MEDICATIONS96390426.602443e+082716136.01661.9046047.148826e+0820.7050551412399.0147.8141151303588.06.245196
BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS337928911.367068e+096012762.015283.1346051.652406e+09416.0889814090765.0371.4902401921944.014.459852
CARDIOVASCULAR MEDICATIONS4702670411.687932e+1096374371.02748.8724192.863201e+1010.30284265814460.0251.92948830559435.015.405636
CENTRAL NERVOUS SYSTEM MEDICATIONS3330978992.103363e+1067457648.03119.4398902.222708e+1036.70815936676166.0320.65820930780802.013.851367
DERMATOLOGICAL AGENTS465311945.654536e+0920211318.0841.5783633.368787e+0954.10618812483844.0108.1092477726846.05.749881
GASTROINTESTINAL MEDICATIONS793292714.707860e+0919113141.02376.9145296.579517e+09106.54220110874669.0210.0030248238120.011.297297
GENITOURINARY MEDICATIONS126551112.916130e+093122774.02300.4717758.604375e+0820.5779542008716.0297.6448471114028.013.335226
HORMONES/SYNTHETICS/MODIFIERS1403856601.058950e+1033410477.03701.1941859.527427e+09153.86421222292310.0314.96563011117347.011.156144
IMMUNOLOGICAL AGENTS25533643.170442e+09800862.011424.8187501.866866e+08150.736589516753.0877.610676284109.028.202339
IRRIGATION/DIALYSIS SOLUTIONS249825.315573e+058289.064.1280386.907524e+070.0076954233.017.3005294056.01.587325
MISCELLANEOUS AGENTS10122.030906e+07146.0139438.2974443.880500e+0546.583059NaNNaNNaNNaN
MUSCULOSKELETAL MEDICATIONS513559656.674490e+0915893259.05109.3702563.178534e+0978.8054318915721.0354.3120436977196.012.274631
NASAL AND THROAT AGENTS,TOPICAL73720251.230483e+092492177.0468.3509552.268478e+0816.8034651302115.0114.4142191190000.07.415555
OPHTHALMIC AGENTS173645431.683858e+094451530.0804.3720928.980011e+07644.8914153129049.0158.6487821322373.08.767086
RECTAL,LOCAL4112.089648e+0747.0444606.0436201.604750e+05130.216445NaNNaNNaNNaN
RESPIRATORY TRACT MEDICATIONS286123553.443193e+098397589.01528.3190509.352016e+0810.6732784418519.0201.4377323979059.09.565228
THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES460473.676429e+066084.01031.7831778.228677e+060.5088821484.0132.4360774562.012.385925
VITAMINS26396072.705808e+08571392.0688.7480421.240293e+0810.925393344356.0120.061263226846.07.855833
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" + ], + "text/plain": [ + " claim_count total_spending \\\n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 597424 3.315259e+08 \n", + "ANTIHISTAMINES 6435919 1.409777e+08 \n", + "ANTIMICROBIALS 84737290 6.829379e+09 \n", + "ANTINEOPLASTICS 6300490 3.408084e+09 \n", + "ANTIPARASITICS 2350112 4.384229e+08 \n", + "AUTONOMIC MEDICATIONS 9639042 6.602443e+08 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 33792891 1.367068e+09 \n", + "CARDIOVASCULAR MEDICATIONS 470267041 1.687932e+10 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 333097899 2.103363e+10 \n", + "DERMATOLOGICAL AGENTS 46531194 5.654536e+09 \n", + "GASTROINTESTINAL MEDICATIONS 79329271 4.707860e+09 \n", + "GENITOURINARY MEDICATIONS 12655111 2.916130e+09 \n", + "HORMONES/SYNTHETICS/MODIFIERS 140385660 1.058950e+10 \n", + "IMMUNOLOGICAL AGENTS 2553364 3.170442e+09 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 24982 5.315573e+05 \n", + "MISCELLANEOUS AGENTS 1012 2.030906e+07 \n", + "MUSCULOSKELETAL MEDICATIONS 51355965 6.674490e+09 \n", + "NASAL AND THROAT AGENTS,TOPICAL 7372025 1.230483e+09 \n", + "OPHTHALMIC AGENTS 17364543 1.683858e+09 \n", + "RECTAL,LOCAL 411 2.089648e+07 \n", + "RESPIRATORY TRACT MEDICATIONS 28612355 3.443193e+09 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 46047 3.676429e+06 \n", + "VITAMINS 2639607 2.705808e+08 \n", + "\n", + " user_count \\\n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 228718.0 \n", + "ANTIHISTAMINES 2039623.0 \n", + "ANTIMICROBIALS 51985674.0 \n", + "ANTINEOPLASTICS 1477080.0 \n", + "ANTIPARASITICS 705211.0 \n", + "AUTONOMIC MEDICATIONS 2716136.0 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 6012762.0 \n", + "CARDIOVASCULAR MEDICATIONS 96374371.0 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 67457648.0 \n", + "DERMATOLOGICAL AGENTS 20211318.0 \n", + "GASTROINTESTINAL MEDICATIONS 19113141.0 \n", + "GENITOURINARY MEDICATIONS 3122774.0 \n", + "HORMONES/SYNTHETICS/MODIFIERS 33410477.0 \n", + "IMMUNOLOGICAL AGENTS 800862.0 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 8289.0 \n", + "MISCELLANEOUS AGENTS 146.0 \n", + "MUSCULOSKELETAL MEDICATIONS 15893259.0 \n", + "NASAL AND THROAT AGENTS,TOPICAL 2492177.0 \n", + "OPHTHALMIC AGENTS 4451530.0 \n", + "RECTAL,LOCAL 47.0 \n", + "RESPIRATORY TRACT MEDICATIONS 8397589.0 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 6084.0 \n", + "VITAMINS 571392.0 \n", + "\n", + " total_spending_per_user \\\n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 19500.197143 \n", + "ANTIHISTAMINES 327.812783 \n", + "ANTIMICROBIALS 1987.000332 \n", + "ANTINEOPLASTICS 11416.427254 \n", + "ANTIPARASITICS 1916.125671 \n", + "AUTONOMIC MEDICATIONS 1661.904604 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 15283.134605 \n", + "CARDIOVASCULAR MEDICATIONS 2748.872419 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 3119.439890 \n", + "DERMATOLOGICAL AGENTS 841.578363 \n", + "GASTROINTESTINAL MEDICATIONS 2376.914529 \n", + "GENITOURINARY MEDICATIONS 2300.471775 \n", + "HORMONES/SYNTHETICS/MODIFIERS 3701.194185 \n", + "IMMUNOLOGICAL AGENTS 11424.818750 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 64.128038 \n", + "MISCELLANEOUS AGENTS 139438.297444 \n", + "MUSCULOSKELETAL MEDICATIONS 5109.370256 \n", + "NASAL AND THROAT AGENTS,TOPICAL 468.350955 \n", + "OPHTHALMIC AGENTS 804.372092 \n", + "RECTAL,LOCAL 444606.043620 \n", + "RESPIRATORY TRACT MEDICATIONS 1528.319050 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 1031.783177 \n", + "VITAMINS 688.748042 \n", + "\n", + " unit_count unit_cost_wavg \\\n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 3.788590e+07 93.222918 \n", + "ANTIHISTAMINES 4.091644e+08 2.368796 \n", + "ANTIMICROBIALS 2.593541e+09 15.479560 \n", + "ANTINEOPLASTICS 2.861639e+08 351.310883 \n", + "ANTIPARASITICS 1.852337e+08 25.970199 \n", + "AUTONOMIC MEDICATIONS 7.148826e+08 20.705055 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 1.652406e+09 416.088981 \n", + "CARDIOVASCULAR MEDICATIONS 2.863201e+10 10.302842 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 2.222708e+10 36.708159 \n", + "DERMATOLOGICAL AGENTS 3.368787e+09 54.106188 \n", + "GASTROINTESTINAL MEDICATIONS 6.579517e+09 106.542201 \n", + "GENITOURINARY MEDICATIONS 8.604375e+08 20.577954 \n", + "HORMONES/SYNTHETICS/MODIFIERS 9.527427e+09 153.864212 \n", + "IMMUNOLOGICAL AGENTS 1.866866e+08 150.736589 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 6.907524e+07 0.007695 \n", + "MISCELLANEOUS AGENTS 3.880500e+05 46.583059 \n", + "MUSCULOSKELETAL MEDICATIONS 3.178534e+09 78.805431 \n", + "NASAL AND THROAT AGENTS,TOPICAL 2.268478e+08 16.803465 \n", + "OPHTHALMIC AGENTS 8.980011e+07 644.891415 \n", + "RECTAL,LOCAL 1.604750e+05 130.216445 \n", + "RESPIRATORY TRACT MEDICATIONS 9.352016e+08 10.673278 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 8.228677e+06 0.508882 \n", + "VITAMINS 1.240293e+08 10.925393 \n", + "\n", + " user_count_non_lowincome \\\n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 79165.0 \n", + "ANTIHISTAMINES 887448.0 \n", + "ANTIMICROBIALS 33252312.0 \n", + "ANTINEOPLASTICS 1118851.0 \n", + "ANTIPARASITICS 416720.0 \n", + "AUTONOMIC MEDICATIONS 1412399.0 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 4090765.0 \n", + "CARDIOVASCULAR MEDICATIONS 65814460.0 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 36676166.0 \n", + "DERMATOLOGICAL AGENTS 12483844.0 \n", + "GASTROINTESTINAL MEDICATIONS 10874669.0 \n", + "GENITOURINARY MEDICATIONS 2008716.0 \n", + "HORMONES/SYNTHETICS/MODIFIERS 22292310.0 \n", + "IMMUNOLOGICAL AGENTS 516753.0 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 4233.0 \n", + "MISCELLANEOUS AGENTS NaN \n", + "MUSCULOSKELETAL MEDICATIONS 8915721.0 \n", + "NASAL AND THROAT AGENTS,TOPICAL 1302115.0 \n", + "OPHTHALMIC AGENTS 3129049.0 \n", + "RECTAL,LOCAL NaN \n", + "RESPIRATORY TRACT MEDICATIONS 4418519.0 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 1484.0 \n", + "VITAMINS 344356.0 \n", + "\n", + " out_of_pocket_avg_non_lowincome \\\n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 971.951272 \n", + "ANTIHISTAMINES 68.719766 \n", + "ANTIMICROBIALS 225.134306 \n", + "ANTINEOPLASTICS 882.492539 \n", + "ANTIPARASITICS 125.413762 \n", + "AUTONOMIC MEDICATIONS 147.814115 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 371.490240 \n", + "CARDIOVASCULAR MEDICATIONS 251.929488 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 320.658209 \n", + "DERMATOLOGICAL AGENTS 108.109247 \n", + "GASTROINTESTINAL MEDICATIONS 210.003024 \n", + "GENITOURINARY MEDICATIONS 297.644847 \n", + "HORMONES/SYNTHETICS/MODIFIERS 314.965630 \n", + "IMMUNOLOGICAL AGENTS 877.610676 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 17.300529 \n", + "MISCELLANEOUS AGENTS NaN \n", + "MUSCULOSKELETAL MEDICATIONS 354.312043 \n", + "NASAL AND THROAT AGENTS,TOPICAL 114.414219 \n", + "OPHTHALMIC AGENTS 158.648782 \n", + "RECTAL,LOCAL NaN \n", + "RESPIRATORY TRACT MEDICATIONS 201.437732 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 132.436077 \n", + "VITAMINS 120.061263 \n", + "\n", + " user_count_lowincome \\\n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 149352.0 \n", + "ANTIHISTAMINES 1152058.0 \n", + "ANTIMICROBIALS 18732599.0 \n", + "ANTINEOPLASTICS 357887.0 \n", + "ANTIPARASITICS 288454.0 \n", + "AUTONOMIC MEDICATIONS 1303588.0 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 1921944.0 \n", + "CARDIOVASCULAR MEDICATIONS 30559435.0 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 30780802.0 \n", + "DERMATOLOGICAL AGENTS 7726846.0 \n", + "GASTROINTESTINAL MEDICATIONS 8238120.0 \n", + "GENITOURINARY MEDICATIONS 1114028.0 \n", + "HORMONES/SYNTHETICS/MODIFIERS 11117347.0 \n", + "IMMUNOLOGICAL AGENTS 284109.0 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 4056.0 \n", + "MISCELLANEOUS AGENTS NaN \n", + "MUSCULOSKELETAL MEDICATIONS 6977196.0 \n", + "NASAL AND THROAT AGENTS,TOPICAL 1190000.0 \n", + "OPHTHALMIC AGENTS 1322373.0 \n", + "RECTAL,LOCAL NaN \n", + "RESPIRATORY TRACT MEDICATIONS 3979059.0 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 4562.0 \n", + "VITAMINS 226846.0 \n", + "\n", + " out_of_pocket_avg_lowincome \n", + "dmc_name \n", + "ANTIDOTES,DETERRENTS AND POISON CONTROL 16.969592 \n", + "ANTIHISTAMINES 4.822949 \n", + "ANTIMICROBIALS 6.705091 \n", + "ANTINEOPLASTICS 25.220989 \n", + "ANTIPARASITICS 4.808811 \n", + "AUTONOMIC MEDICATIONS 6.245196 \n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 14.459852 \n", + "CARDIOVASCULAR MEDICATIONS 15.405636 \n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 13.851367 \n", + "DERMATOLOGICAL AGENTS 5.749881 \n", + "GASTROINTESTINAL MEDICATIONS 11.297297 \n", + "GENITOURINARY MEDICATIONS 13.335226 \n", + "HORMONES/SYNTHETICS/MODIFIERS 11.156144 \n", + "IMMUNOLOGICAL AGENTS 28.202339 \n", + "IRRIGATION/DIALYSIS SOLUTIONS 1.587325 \n", + "MISCELLANEOUS AGENTS NaN \n", + "MUSCULOSKELETAL MEDICATIONS 12.274631 \n", + "NASAL AND THROAT AGENTS,TOPICAL 7.415555 \n", + "OPHTHALMIC AGENTS 8.767086 \n", + "RECTAL,LOCAL NaN \n", + "RESPIRATORY TRACT MEDICATIONS 9.565228 \n", + "THERAPEUTIC NUTRIENTS/MINERALS/ELECTROLYTES 12.385925 \n", + "VITAMINS 7.855833 " + ] + }, + "execution_count": 197, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd_grouped" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Which medications are claimed most often?\n", + "\n", + "\n", + "Let's have a look at which classes of medications have the most claims:" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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AwAXa4aZK/n6SV1XVx5O8OcnHknw1yTcn+f4kV0jyC+ssEAAA4ILucPu4vSfJzavqxEx7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\n7dN6bPcTi/bY/61+kmjhnR2fxxDqe8+S5OPmOr3laqvc9nre1DaTnH6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vPL5AVEvvIWYV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He+aQ0eEYvH0cButn/ZO9EsWToG2HHQYfqXuPXl2RjYf9BZ+vQvJ81dgfldVTvAOJbqW052F4Dt\n65o5arU8buyJ5vdZCjda21G2jXa0fY6k5YEPAa+WdMTY7sCDIul1lNfnJShNSmT77TWyxMJJupyJ\nlyTX6m47dr7mK4DPNX+GSqcLt+ZFaW/KEpfTbD/cvIH7EpDWyRGLx3L9RRuA7aslrVArEICkx1GW\nb76T0lnyKxXj3D3eoGRJO9cI0za2D5L0bNu/aAqjfSkNXE6xPVHX0sn2yLxP2/17cGrOTrtQ0qeB\nQ5vfZ9OATzFkXdMWoI0dZVul+f5ZT9J5lNFI9wEzKYVtrQHKX6OMKfis7dubQi7a6421A4xl+x8A\nkpaiFGsbA9tXWvVTVa123ovLWZQX8JcCH5L0dsoSl+OqpoqYWiZ6nahy4UfSUyV9lLJnaidgSdvP\nsn10jTyNY3oHki7sO39AhSytI+k9wJeb4cBHU/ZrbUzdq6V/aZqBPKJ5fEulPFAGzI4CMyRdQ1ma\n/HjgYxUztckdzfDtmcDqlJUAKdrmtZnt11GWk70aeK/tzwE1l5OtSykg/0fSmZT3bdFef6OsptkW\n+JPtG3t/aoaStDVl/90MYKthLNqg43fcgGVtH9osJTHlP+ZzbN9WN1bElHKNpP1tH9870ewpqbX8\n7Trgi8CmzSDwNrQq7l+e/fgJzg+zV1BWQYxSNr0/sxmgfFnFTO8HzpV0MeV7am3gZVRY/ttj+0Hg\nEOAQSSsDf7dd8w5g27Sxo2zbPNj8vQXwK9u9bpLjbi0ZBNs3A4cDh0t6GbBPs2fpO7YPqpUrJnQa\n5TXxScAzgSqdf/tJOobSJOUA4BfAur2xEsNWwHW9cJsNj8womQXslBluEYvdB4GTmjva11M6lF1H\nvY3lezd/fiTpFCq+IekzugjHw+xh2w9Jei7wx74BvNUKW9s3NHfYdgTWAq4EPlxrHxBA8/089hwA\nmWEEtL+jbBs81LRv35PSAARJLwf+XjNUj+2LgYubJjNvrp0nxvVk269vlmq3ZZn2cyk3aP59zPlR\nyqq7odH1wq3/TdHtKdoiFr/mjezuklai3JWYafsvFfOcCZwpaU1KAbd2s/zm67bPqxRrWrN3a9rY\n40p5WkfSM4G9KN1JkbQhlWfz2J4FfKtmhjGeBywFfAO4jNyxHauNHWXb5gDK3a0bgRMlbQ8cxcTz\nOKuw/TeGsLFERzwM0LfPtjrb29bO0BYjo6Pdfb2TdBfwa8ovtw36jkcrdr6JmFIkfWSij9k+bJBZ\nxtP8YnklsI/tKs1AJM2g/LIb+0Z7dNhaFY+naU9+HGU5+97AZpTiZBfbP68YrXUkbQTsQVnq9hPg\nG7avq5uq3SS9wnYblkxHdJ6kH1P2IU+j9I3YjuZ3m+05lTJ9wfYBzfGbbJ/eHP+37X+tkamWrt9x\n26R2gIgh8C7KMpszgD/TgrsAzRKpU5o9QVsCT6tVtAHYXrPWc3eB7f8Dnt97LOnnlLu3m1UL1VK2\nrwU+AI9sxj9C0hq2X1A3WX2S3kJp4DILeD1lwPRJlFbhKdwASZcw9w7kKOVr9X/AZ/r2u7WCpBfb\n/p/aOWI+a1KWJfZ+1/f2kI1Sr8lN//v9vYHTm+MnVchSVdcLtw16V9kkrWT79ub47ZSRABHx2K0K\n7EDZGLwpZd/Et23fWyOMpI8BG1Hu2DwI/Ak4UNLKtj9RKdNEdyVHa2Vqq2aY9O6UMQ5LUv5bRh9J\nywH/SvmZW5ryvR7wXmBDymvSMZQB0+cAb6oZqmXeMebxMpTmQCdSbxzARI6h3FmOFunAhcj+i8fd\nXTb4T+p64fY+5l5lO4u5GxR3JYVbxGLR3NU6DzhP0jKU2WnflHS/7RrzXl4BvMD2aJNvhqRdKXuC\nahVJt455vDRwMGVpYAo3oNmTuD/l9XkE2NV2za6SrSNpF0qx9nTgbOAdtmdUDdUudzSNbe6UtAHl\n65M7bX1se5zTV0n62cDDLFz11Rsxv2ZG60coF0rWB06lzN18a8UOjmn61eh64TayCMcRsfhsRlma\n+AzgwoX828lyb69o67H9gKR7KuXB9iMXiiRtRVm+dRylScDQk3QOsAJlEO9GwJkp2sZ1JvA7Srvr\njSnt0wGwvXvFXG3RP6z9xhRtj0ob3+8N9RvwFjuBciEUyhD344BfUcbw7FAp0zqSDqe8v+8/Hro9\n5G38QX400oI7YpI1jSV2o2xQvpzSze0dY4unAZolaW3bf+zLuDaVf+6bTpKHAy8Hdrd9Tc08LTMC\nPAA8kbLhPa/R40vntAVbSVKvacJyTdt7AGy3pW15VZLGjkdZkrIf8K8V4gAg6XLm/5kfoexNjPZ5\nku0vSlqWsrfsa83YraUrZvrIBMcfHXSQ2rpeuC0taT3Ki/hS/cd1Y0VMKVcAvwW+D8wBpgPTJWG7\nxmDOg4HvNoOT/0hZVrY99ebKIWlT4KuUr9EWGZo8L9s7SXoaZVP5FcAyknYAfmj74QV/9vCwfWkz\n6+4u29cDSPoX4OPApVXDtcPVlP2RANdQLihBKQpSuBWmfD16K49mAVcB+074GZNvoiX1Txxoini0\ntgH+p+8ibc3C7YyKz90qXR8HcMlEH8vMh4jFo+nkNi7bpw0yS4+k5YGdKc0JbgTOs11tqaSkOcDd\nwB+Ye2U5o0nGIWmEUmi/jVLkPr1ypNaQdCylAdDywCcp30/fBi60/faa2SIWl2aFxP7AHrZXqZ0n\n5iXpq8DNlIu0nwQuBt4PrGF7z0qZbmD8u7ZDN3Kn63fc3mv76tohIqa4nYGfUYqj8Ta+D5ztuyj7\npdpivdoBOmRV4DfAgcDsylnaZkvbz20uTFxMucK9j+2LK+dqhQmW3AGQCySFpFMm+pjttw4yy1iS\nXknpJrsl8GngOTXzxIT2A/YCPmL7fEkvAJajFNtV2F5rvPPNhcCh0vXC7WjmdpKMiMnxemArYG9J\nzwKuA74HXNp0nBx6tm+snaHNmg6Ax9l+KfAj4E5gdWAfyoDXKO6CcmGi2V+yfbpKzqNGF9uueR5l\nu8g3KA0mqr+xlfReYE9K051jgGm2j6gaKhbkH7ZP6D2w/XPg55KeAdxXI1BzMWtvyu+O02w/LGlj\nSgf5obpo0/XCLSImWbMH6SfNHyStBexImRe0S8Vo0R1HUpbaANxse1tJ61K6b6Zwm6v/btLMFG3z\nygWShbO9iaSNgD0og9x/AnzD9nUVYx1E2aP0Vdu/agq5aK+LaW6KSPqM7fc1579KvZslZwFXUpaS\nryHpVkpjkoMq5amm64XblpJmjjnXW/O6Wo1AEVORpJ1tn9MMBv53ykyXPeumaj9JS9m+v3aOFljK\n9pXNce+u0nVNJ86Ya542180xQK1GQNFBtq+lFG1I2ho4QtIatl9QKdKawOuAL0haitJYbvlmyXu0\nT/9d2s0mOD9oy9o+tFkaacqM1OfYvq1ipiq6XrhdliYkEZNL0qeB9SR9jzLP5T5gJmXWy7/VzNYB\nPwa2qB2iBR7pHmf7NX3n031zXhO1vI54VJqLbP9K6by5NGXpZBW2/0EZI/PN5k77PsAvJF1p+/W1\ncsUi6S/WanYznA3QjCWYBexkeyj3SHe9cIuIybeZ7e0kPR54FaWz1P2Sflo7WAdU31/SEn+RtIXt\n/+2dkLQFcEvFTK1j+7TmivLWlCH3N1H2kna3/XMMlKRdKMXa04GzKTM3Z1QN1adZsnmwpEOBnWrn\niXG1cS5yf47bh7Vog+4Xbp+qHSBiCPQakGwBXNu39G/soNeYX1t+6dX2fuDcZvbedcDawMsoeyWj\nIWkV4DzK1+gGytfns5JeZfvmquGiK84EfkdpBLIxcLgkAGzvvoDPmzTNvujPUvZEvwj4FnAv8OYa\neWKhNpPUa2yzQd/x+i3MNHQjd7peuG0OXAQg6WW9lsmSTrC9X9VkEVPHQ5KmU/a0fQdA0suBv9cM\n1SaSjmD8GTOrV4jTOrZvaO6w7QisRdlk/mHbVTqUtdgxwAf62/83g8o/RzoqxqJp4/aRzwMn235Q\n0jGUgu03wOnAS2oGi3FtUjvAONqYqYquF27bAb2Wsh+kdMIBUJ04EVPSAcDhlM3AJ0jaHjgKeEPN\nUC3zuwnOHzLQFC1mexblSntMbI2xM9tsf1/Sh2sFim6xfWntDONY0va5klaifI9fCCBpWuVcMb6/\nUJax3mn7EnhkNcAXgV0rZTrKdq3nbpWuF24jExxHxOKz3JgXzB+QFu7zsH3a2HOSdqQMLG3ToPBo\nt4dqB4iYBL33Zy+jzHHsFW3LV0sUC3I6ZYvEqpI2pCzbPhn4QsVMK1d87lbpeuHWxg2UEVPNMWTQ\n/SKRtCLwNmBf4HrgK3UTRcfcJGlH2/9f74SkV1Hudkd01bWSvkkZDr6PpFUpq6V+VDdWTGAd28+T\ntARwFWX8z7a2f1szU/94lH7DNiql64Xb6pL2pdlL0necGW4RMTCSNgPeydyN93+2vX3dVNFBBwFn\nS9qHUvivCTyVNHGJbjsI2AE43Pa1kjamNE+peQcnJnY3gO05zZ3R6bbvqJzpfsr8tqHX9cLtm8Cq\n4xyfUSdOxJSUQfcLdxlwNLBx88vu/NqBopNeCZwCrET5GfsrZWbiK8mS2+ioZpzFBX2PfyVpTeB8\nSkEX7XVrC4o2gFvG25IwjDpduNn+OICktYEnU65yj32DGRGPTQbdL9zWwN7AryWdDSxTOU90U3+7\n7d0oFyRFtgLEFJCl5J2xYbO0daTvGKg3UoKyZDOAkdHR7v4+aK7YfAuYA9xGGVh6H7BrZt5ELB6S\nLknhtmgkLU1p2/42YBrwddvH1U0VXZSfu5gqxllK/mLbL6kaKiYkaZuJPlara6mkrfsejgKzgN/0\nzZUdGp2+40YZ6Pge2z/tnZC0HXA88NpqqSKmlgy6X0TNXLKTgZObfRx7V44U3dXdq6oR88pS8g5p\n6UiJsbOZl6HcDXyX7e/VCFRL1wu3lfuLNgDbF0o6uFagiCnof5ulEm+3fY+k3YCdgX1s31M5WytI\nWp5SpN0JnGb74eZDW9RLFRHRCllKHo+J7d3GnmuW3p4HpHDrkAcmOJ+hjhGLz4nA/wL3No/PAlYH\nTgD2qBWqZc4CrgQ2BdaQdCvwUeC9VVNFp0g6g3KnrU17SyIeE9tXAFf0LSXfWtIVZCl5PAa275A0\nUR0wZXW9cFtJ0vQx50aAFWuEiZiint7/ptH2g8DRki6vmKltlrV9qKQRSsviGcBzbN9WN1Z0zIkT\nHEd03pil5BsB+1SOFB3WXAhYrnaOQet64XY1pfPWWNcMOkjEFPbQBOfnDDRFu82G0vZa0ixgJ9uz\nK2eKjmnp3pKIx0TSv03woXQKjEUi6Qjm3fe7JNDraTFUOl242d6rdoaIIfAHSTvbPqd3QtJOQDq3\nztX/C+X2FG0REY9Yf8zjacCelKHKmU8Yi+J3Yx7PAr5k+/c1wtTU6XEAE5H0OcpYgE/bvndh/z4i\nJibpSZSh9qsANwBrUAYDv7klgzmrk3QX8GvKUu0N+o5Hbb+oZraIiLaQtC5wKmVJ+bvT4Cri0en0\nHbcFOBX4A1P3/1/EwNj+O/AKSU8HVgNuyqD7+WxSO0BERJtJ2h94N3Cg7fNq54nukHQz849IWRZY\nyvbjKkSqpvOFjaQn2/5bc/wq4B+2L6ocK2LKkPSRvoejwCxJ/5f9OPM4yvautUNERLSNpNWBrwJ3\nAFvYvrNypOgY26v2P5b0DuAg4D11EtXT6cJN0u7AYZLWBw4FdgBukfQC25+smy5iyrh1zONlgEMk\nbWn78BqBWmjl2gEiIlrqWkozqx8Bx0t65AMZcxGPhqTVKJ1J7wGeb/v2ypEGrtOFG/BW4Nm2H5D0\ndmAzypvMy4AUbhGLge0vjT0n6fOUn7MUbsU6ksb9Wtg+dNBhIiJa5DW1A0T3SdoD+BjwYdtnVI5T\nTdcLt4ds3ydpA+Cvtm8GkDRR+/KIWAxsPzSMgy8X4H7KZvuIiOiTZfXxWEn6DrAl8AHg9v4ZzrZ/\nWC1YBV0v3B4naTng9cAFAJKeBjyhaqqIKa5ZnjxUG4IX4hbbp9UOERERMQXdTR6FTBoAAA9FSURB\nVHmfv82Y86NACrcOOQb4JXALsJOkLYBvAe+smipiCpF0OfN2c/oXyj63PasEaqcMko2IiJgEmds8\n15Sa49bMm1rS9thmChHxT5L0jDGnZtm+rUqYlmpGJYzL9k2DzBIRERFT07TaAR4LSXv1HW9o+++2\nb5X00Zq5IqYS2zcCywN7AwcDb2uGqMZcZwL/1fzdO76SMk8yIiIi4jHrdOEGvLnv+Ni+47FrYCPi\nnyRpF+AU4E/A9ylteM+WtHPVYC1i+4W2X2T7hZTXn59QlnC/qG6yiIiI7pP0rL7jtSVtVDNPLV0v\n3EYW4TgiHpsDgG1sn2T7XNvHUro7vbtyrtaR9GzgCkrjls1tZ+9bRETEYyDpdcA5kpZvTj0V+I6k\noRs10fXmJKOLcBwRj82Dtu/rP2H7nozdmEvSNOBQYHdgH9s/qxwpIiJiqjgIeKHtuwBsXybpxcC5\nwHerJhuwrhduK0najnLncMVmrsMIsGLdWBFTysMTnO/6HfvF6XLgGcBRwIaSNux9wPaXq6WKiIjo\nvtm27+g/Yfs2SbNrBaql64Xb1ZQr3ADXALv1HUfE4rGhpG+OOTcCbFAjTEtdQLnTv2zzpyd3/yMi\nIh6bUUlPtD2rd0LSUgzh3OauF27fsn1B7RARU9wbJjh/4kBTtNvHbc9XpI0zSiEiIiIenS8C50v6\nPPBHYA3gfcBxVVNV0PWlTu+rHSBiqrN9KeXu9pqUjolrAdc056O4uHcg6TN9579aIUtERMSUYfu7\nwAeBnYHPNH8fYvuMqsEq6Podt2mSnsA4XSRtz6mQJ2LKkbQeZfPvucANwIbAwZJ2tv37quHao/81\naLMJzkdERMQ/wfZlwGW1c9TW9cLt+YApb456y5R6x2vXChUxxRwN7Gb7l70Tks4AjgF2rJaqvfqL\ntexxi4iIeAwk3cz8v09HgFHbq1WIVE3XC7ef2962doiIKW65/qINwPbVklaoFaiFMo4kIiJiEthe\ntXaGtuh64RYRk2+ivbB5/ZhrM0mX0XTb7Dtev26siIiIbpN0pu1da+dog66/8XpX7QARQ+AaSfvb\nPr53QtJ+wFUVM7XNJrUDRERETFEr1w7QFiOjo91e1SPpIODtwBOBOcB/2j66bqqIqUPS0sBJwEbA\n9ZTuktcBb7F9f8VorSJpX+AU2w9KejGwoe2MTIiIiHgMJN0InD7ex2wfOuA4VXV6HICkdwPPBJ5r\n+2nAc4D1JWVMQMRiYvs+27sD2wKHA6+2vUuKtrkkfQyYDizRnPoTMF3Sh6uFioiImBrupzQjHO/P\nUOn0HTdJPwW2tv1w37knAD+x/cJ6ySKmDknLA3sDdwKn2X5Y0sbAl2y/qG66dpB0BfCC/iHczWvR\nZbY3r5csIiKi2yRdkmaERafvuAFz+os2ANsPAA9UyhMxFZ0FPBl4KfAhSW8HfgAcVzVVu9zbX7TB\nI69F91TKExERMVVkT32j681JRiU9xfZtvROSVgEeXsDnRMSjs6ztQyWNUJYlzACe0/9zF8yStLbt\nP/ZOSFqbjAaIiIh4rM6VtHVzPArMAn4zjFs2ul64fRI4X9LhlKYJawEfBIZqo2LEJJsNYHtU0ixg\nJ9uzK2dqm4OB70q6GPgj8HRge+AtVVNFRER0335jHi8DbCjpXba/VyNQLZ3e4wYgaUPgHcDawJ+B\nE21fUzdVxNQh6Ue2Xzr2OObV7AXcGVgNuBE4z3aWSkZERCxmklak/J4dqr32nS/c4JElSSsDf7I9\ns3aeiKlE0l3Ar2mGS/cdjw7bC2ZERES0g6RLbW9TO8cgdXqppKQ1gW9R5rfdBjxD0n3ArrZvrpkt\nYgrJcOmIiIhojWbG7HK1cwxapws34LPAe2z/tHdC0nbA8cBrq6WKmFr+ARwE3At8xvZ9lfNERETE\nkJB0BPM2+1oS6L3fHypdHwewcn/RBmD7QoawAo+YRF8DrqPc2T6qcpaIiIgYLr9j3qHbVwCvt/2l\nqqkq6Podt4nmtXW9II1ok8fbPhFA0kW1w0RERMRQ+eF4W6AkPd/2FTUC1dL1wm0lSdPHnBsBVqwR\nJmKK6l+ekIsiERERMUinA73u1l+3/ebm/BG988Oi64Xb1cBu45zPOICIxWdpSetRiralmuMRANu/\nr5osIiIiprqRvuOnTXB+KHS6cLO9V+0MEUNgFvDlcY5HGbIrXREREdEa3Z9p9ih1unCTdDkT/EfL\nfKmIxcP2trUzRERExNAaneB46HS6cAPeWDtARERERERMmq0kzaTpY9F3vELdWIM3Mjra3cJV0hds\nH1A7R0RERERExGTq+h23jWsHiBgWktYGngz82fbM2nkiIiJi6pO0PvAJ4F7gYNu3Vo5UTdcLt9Ul\n7TveB2x/ebzzEfHoSFoT+BZlAPdtwDMk3QfsOt5clYiIiIjF6ERK6/8VgaOAt9SNU0/XC7clgKcy\nfzvQ7q7/jGifzwLvsf3T3glJ2wHHA6+tlioiIiKGwUO2vw8g6a21w9TU9cJthu3DaoeImOJW7i/a\nAGxfKOngWoEiIiJiKE2rHaCmrhduf6kdIGIIPDDB+aF+8YyIiIiBWEnSdOZ2lZze+4DtH9aLNXid\nLtxs71E7Q8QQWKn/RbIxQllrHhERETGZrgZ2a46v6TseBVK4dYWkm5m7n22kOV4WWMr246oFi5ha\n+l8w+10z6CARERExXGzvNfacpCcDb6sQp6pOF262V+1/LOkdwEHAe+okiph6ei+YkpYEVgFutf2P\nuqkiIiJi2EjaHHgnMB34TuU4A9fpAdw9klYDTgbuAfazfXvlSBFThqTHA58HXgHcAqwGfA840PZE\n+98iIiIiHjNJS1BW/uwP/ANYDniB7VlVg1XQ+eYCkvYAfgJ8zfYbUrRFLHYfpdxlW8f2lsC6wO2U\nYZgRERERk2kGsAnwJtsvBmYOY9EGHV8qKek7wJbAB4Dbh7nLTMQk2tb2Vr0Hth8CPirp5xUzRURE\nxHD4ArA7sKakrzD//Oah0enCDbgbuADYpnk8CqwMbAf8S61QEVPMnEd5PiIiImKxsH0kcKSkbSgN\nSTaXdCTwddvX1k03WJ0u3Pq7zEjagrJZcXPKfreIWDxmS1rH9vW9E5LWAWZXzBQRERFDxPalwKWS\nngS8Gfg6sGndVIPV6cKtb7Piv1Ou/i8HrDWs614jJskhwLmSTgauB9YC9qG8aEZERERMKknPBe6y\nfb3tvzdLJteonWvQut6cZAZls+Iew75ZMWKy2P4FsC1lTfl04InAdNtXVw0WERERU56kY4EvAt+V\n9MamiPs1sHzdZIPX6TtuZLNixKD8FbgK+BtwIzCzbpyIiIgYElvafq6k5YGLgaWBfWxfXDnXwE2V\nOW69zYqvBL7CEG5WjJgsklYBzgOuA24A1gPWAV5l++aa2SIiImJqk3SJ7W2bYwPb255RN1UdXb/j\nBmSzYsQkOwb4QP+VLUk7AJ8D3lgtVURERAyD/rtMM4e1aIMpcsctIiaPpEttbzPO+Z81A7kjIiIi\nJoWkG4HTKVuidm+OAbB9aK1cNUyJO24RMakeqh0gIiIihtZHJjgeOincImJhbpL0atvn9U5IehWl\nq2tERETEZPrheHvqJT2/RpiaUrhFxMIcBJwtaV/mznFbBdixaqqIiIgYBqcDLwWQ9HXbvTmyR/TO\nD4sUbhGxQLb/BmwtaTNgbeAs25dVjhURERHDoX/c19MmOD8UUrhFxCKxfRVllhsw31WviIiIiEEa\nug6L02oHiIjOUu0AERERMeWNTnA8dHLHLSIiIiIi2morSTMpSyNX7DteoW6swUvhFhELJGn6OKdH\ngOUGnSUiIiKGi+0lamdoixRuEbEwu01w/vKBpoiIiIihI2nC2W22DxtkltpSuEXEAtneq/+xpCWb\n8/+okygiIiKGyK19xwcCn6sVpLaR0dGh3uMXEQsh6ZnA0ZSB298G/puyOfhA21+vGC0iIiKGiKRL\nbG9bO0ct6SoZEQtzCnAs8DPge8ALgHWB/WuGioiIiKEz1HecslQyIhbmQdsXAkg6wPYfmuN768aK\niIiIGB4p3CJiYR7uO57dd5w79hERETGpJF1OudM2Amwg6bLmeNT2i6qGG7AUbhGxMBtK+iblRbL/\neIO6sSIiImIIvLF2gLZI4RYRC/OGvuMTJziOiIiImAxH2d61dog2SOEWEQtk+9LaGSIiImJorVw7\nQFtkHEBERERERLSSpBuB08f7mO1DBxynqtxxi4iIiIiItrofcO0QbZDCLSIiIiIi2uoW26fVDtEG\naecdERERERFtdVXtAG2RPW4REREREREtlztuERERERERLZfCLSIiIiIiouVSuEVERERERLRcCreI\niOgMSadK2rN2joiIiEFL4RYREREREdFy6SoZERGtJWkEOAZ4NTATeBxwMvBu4HfAhsDVwGXAnsAK\nwL/a/q2klzefOw24Edjd9t0TPM9LgEMpg17XB37V/Ps5kj4FvAxYscmwq+1bJd0CfBd4PnALcArw\nH8DTgD1tXyppXeAEYKXmf/tdtq9ZbF+giIgYGrnjFhERbfY6YFNKgbYLsG5zfhPgSODZwJbAmrZf\nCJwB7CtpSeB04C22N6YUYm9ZyHO9CHgnpXB7OrB9U3g9C3iR7WcCNwF7NP9+FeAC25sC/0IpGF8M\nfIxSWAKcBrzf9nOBfYH/+ie/DhERMeQeXztARETEArwEONv2A8BfJZ3fnL+ld+dK0p+Bi5vzNwJr\nARsDf7H9/wPYPmQRnuta239u/jd/C6xo+zpJ7wXeJknAC4Hr+z7ngr7n/Wnf8QqSlgE2B75aPhWA\nZSStZPv2Rf4KREREkMItIiLabRQY6Xv8YPP3nDH/7sExjx9oPhcAScsDy/YKswnMHvu8kjaj3MX7\nLPBt4KH+PLb7c4zN8Dhgtu3n9OV4GnDHAjJERESMK0slIyKizS4C3iBpSUkrADss4ucZeIqkDZrH\n7wfe8U88/zbAj22fCPyestfucYsUwL4L+IOkPQAkbQf85J/IEBERkcItIiLay/Y5wI+Ba4Fzgd8s\n4ufNpuxF+5qkXwIbAJ/+JyKcCTxb0q+aHFdSlmIuqjdRlln+EjiC0tgkXcEiIuJRS1fJiIiIiIiI\nlsset4iIGAqSXgwcO8GHX2l75iDzREREPBq54xYREREREdFy2eMWERERERHRcincIiIiIiIiWi6F\nW0RERERERMulcIuIiIiIiGi5FG4REREREREt9/8Ac0qIb7nKeF8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,1, figsize=(15,10))\n", + "sns.barplot(partd_grouped.index, partd_grouped[\"claim_count\"], ax=ax)\n", + "plt.xticks(rotation=90);" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "claimed_count_top_ten = partd_grouped.sort_values(\"claim_count\", ascending=False)[\"claim_count\"][:10]\n", + "total_spending_top_ten = partd_grouped.sort_values(\"total_spending\", ascending=False)[\"total_spending\"][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dmc_name\n", + "CARDIOVASCULAR MEDICATIONS 470267041\n", + "CENTRAL NERVOUS SYSTEM MEDICATIONS 333097899\n", + "HORMONES/SYNTHETICS/MODIFIERS 140385660\n", + "ANTIMICROBIALS 84737290\n", + "GASTROINTESTINAL MEDICATIONS 79329271\n", + "MUSCULOSKELETAL MEDICATIONS 51355965\n", + "DERMATOLOGICAL AGENTS 46531194\n", + "BLOOD PRODUCTS/MODIFIERS/VOLUME EXPANDERS 33792891\n", + "RESPIRATORY TRACT MEDICATIONS 28612355\n", + "OPHTHALMIC AGENTS 17364543\n", + "Name: claim_count, dtype: int64" + ] + }, + "execution_count": 200, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "claimed_count_top_ten" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "let's compute the union of those two sets of categories:" + ] + }, + { + "cell_type": "code", + "execution_count": 318, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "top_ten_groups = np.unique(np.hstack([claimed_count_top_ten.index, total_spending_top_ten.index]))" + ] + }, + { + "cell_type": "code", + "execution_count": 319, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "current_palette = sns.color_palette('plasma', len(top_ten_groups))" + ] + }, + { + "cell_type": "code", + "execution_count": 320, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAABECAYAAACmlnyPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIglVgEAiCVWAQCIJVYBAIj1DHYRM38PB4ehAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.palplot(current_palette)" + ] + }, + { + "cell_type": "code", + "execution_count": 321, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 321, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.where(top_ten_groups == claimed_count_top_ten.index[0])[0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 323, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "claimed_count_top_ten_colors = [tuple(np.hstack([list(current_palette[np.where(top_ten_groups == idx)[0][0]]), [1.0]])) for idx in claimed_count_top_ten.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 324, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[(0.57363200000000003, 0.060027999999999998, 0.63734900000000005, 1.0),\n", + " (0.67452199999999995, 0.14741899999999999, 0.57868799999999998, 1.0),\n", + " (0.89324999999999999, 0.41104800000000002, 0.36976799999999999, 1.0),\n", + " (0.21435000000000001, 0.016972999999999999, 0.59923899999999997, 1.0),\n", + " (0.83001800000000003, 0.32017200000000001, 0.437836, 1.0),\n", + " (0.97923300000000002, 0.60753199999999996, 0.238013, 1.0),\n", + " (0.76026400000000005, 0.23597599999999999, 0.50579399999999997, 1.0),\n", + " (0.46555000000000002, 0.0045450000000000004, 0.66013900000000003, 1.0),\n", + " (0.98119000000000001, 0.848329, 0.14227899999999999, 1.0),\n", + " (0.99447399999999997, 0.72269099999999997, 0.17438100000000001, 1.0)]" + ] + }, + "execution_count": 324, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "claimed_count_top_ten_colors" + ] + }, + { + "cell_type": "code", + "execution_count": 325, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "total_spending_top_ten_colors = [tuple(np.hstack([current_palette[np.where(top_ten_groups == idx)[0][0]], [1.0]])) for idx in total_spending_top_ten.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 327, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 327, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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7LdWipHeNOowkSU3qWrN0ss7oksc3HEmSpCkNUrjdBFweERcBd3Q2ZuZrRpZK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XEn8C2a9+X3GziezMxDSmaTuiYiHgdcBOwKXA/sQbNB7ovdbFTaPDtJkurmq5JlHVA6gNQXmXkH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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15,7))\n", + "ax1.bar(np.arange(len(claimed_count_top_ten.index)), claimed_count_top_ten.values,\n", + " color=claimed_count_top_ten_colors)\n", + "\n", + "ax1.set_xticks(range(10))\n", + "xticklabels = claimed_count_top_ten.index\n", + "ax1.set_xticklabels(xticklabels, rotation=90)\n", + "ax1.set_title(\"Sum of claims\")\n", + "ax1.set_ylabel(\"Total number of claims\")\n", + "\n", + "ax2.bar(np.arange(len(total_spending_top_ten.index)), total_spending_top_ten.values,\n", + " color=total_spending_top_ten_colors)\n", + "\n", + "ax2.set_xticks(range(10))\n", + "xticklabels = total_spending_top_ten.index\n", + "ax2.set_xticklabels(xticklabels, rotation=90)\n", + "ax2.set_title(\"Total spending\")\n", + "ax2.set_ylabel(\"Total spending\")" + ] + }, + { + "cell_type": "code", + "execution_count": 328, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['claim_count', 'total_spending', 'user_count',\n", + " 'total_spending_per_user', 'unit_count', 'unit_cost_wavg',\n", + " 'user_count_non_lowincome', 'out_of_pocket_avg_non_lowincome',\n", + " 'user_count_lowincome', 'out_of_pocket_avg_lowincome'],\n", + " dtype='object')" + ] + }, + "execution_count": 328, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd_grouped.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's the total spending per user?" + ] + }, + { + "cell_type": "code", + "execution_count": 332, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "total_spending_per_user_top_ten = partd_grouped.sort_values(\"total_spending_per_user\", ascending=False)[\"total_spending_per_user\"][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 338, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 338, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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MiZIkSZKkhiFRkiRJktQwJEqSJEmSGoZESZIkSVLDkChJkiRJahgSJUmSJEkN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\n4vNyKvAC4LXAFypniQGSuzeDabfm62eSTiIXA70a7uE4Rmn+xkafA8D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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots(1, 1, figsize=(15,7))\n", + "ax1.bar(np.arange(len(total_spending_per_user_top_ten.index)), \n", + " total_spending_per_user_top_ten.values, color=current_palette)\n", + "\n", + "ax1.set_xticks(range(10))\n", + "xticklabels = claimed_count_top_ten.index\n", + "ax1.set_xticklabels(xticklabels, rotation=90)\n", + "ax1.set_title(\"Total spending per user\")\n", + "ax1.set_ylabel(\"Total Spending per User\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's the price range of drugs in each category?" + ] + }, + { + "cell_type": "code", + "execution_count": 345, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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/hTx8OCau+XAsfPiMMHnSfLQAIooPF40QJjf9HYEK5XK5yDhETMOPKJlMJjJu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DAAAg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\noIYXJa1P6gH8fl7/g8CjBTUEQZs5yvZWt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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(15,8))\n", + "\n", + "sns.boxplot(x=\"dmc_name\", y=\"unit_cost_wavg\", data=partd, ax=ax)\n", + "xticklabels = ax.get_xticklabels()\n", + "ax.set_xticklabels(xticklabels, rotation=90)\n", + "ax.set_yscale(\"log\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cardiovascular Medications\n", + "\n", + "Let's take a closer look at the drugs in the category \"cardiovascular medications\", since they're the most-prescribed drugs. " + ] + }, + { + "cell_type": "code", + "execution_count": 349, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "cs = partd[partd[\"dmc_name\"] == \"CARDIOVASCULAR MEDICATIONS\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 351, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0drugname_branddrugname_genericclaim_counttotal_spendinguser_counttotal_spending_per_userunit_countunit_cost_wavguser_count_non_lowincomeout_of_pocket_avg_non_lowincomeuser_count_lowincomeout_of_pocket_avg_lowincomedrug_major_classdrug_classdmc_namedc_name
1515accuprilquinapril hcl57621129256.331089.01036.9663273.875800e+052.913666903.0335.850853186.033.892849CV000CV800CARDIOVASCULAR MEDICATIONSACE INHIBITORS
1616accureticquinapril/hydrochlorothiazide37377105.4391.0847.3124182.732000e+042.82305472.0333.76069419.046.864737CV000CV701|CV800CARDIOVASCULAR MEDICATIONSDIURETICS|ACE INHIBITORS
1717acebutolol hclacebutolol hcl1240362755575.7523590.0116.8111811.096829e+070.25166520411.058.8610673179.010.510862CV000CV100CARDIOVASCULAR MEDICATIONSBETA BLOCKERS/RELATED
2020acetazolamideacetazolamide30056937170030.30105306.0352.9716281.779603e+072.11976070981.048.44979734325.05.312822CV000CV703CARDIOVASCULAR MEDICATIONSDIURETICS
4646adalat ccnifedipine2285271566.58442.0614.4040271.302640e+052.105196313.0296.988914129.028.219147CV000CV200CARDIOVASCULAR MEDICATIONSCALCIUM CHANNEL BLOCKERS
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 drugname_brand drugname_generic claim_count \\\n", + "15 15 accupril quinapril hcl 5762 \n", + "16 16 accuretic quinapril/hydrochlorothiazide 373 \n", + "17 17 acebutolol hcl acebutolol hcl 124036 \n", + "20 20 acetazolamide acetazolamide 300569 \n", + "46 46 adalat cc nifedipine 2285 \n", + "\n", + " total_spending user_count total_spending_per_user unit_count \\\n", + "15 1129256.33 1089.0 1036.966327 3.875800e+05 \n", + "16 77105.43 91.0 847.312418 2.732000e+04 \n", + "17 2755575.75 23590.0 116.811181 1.096829e+07 \n", + "20 37170030.30 105306.0 352.971628 1.779603e+07 \n", + "46 271566.58 442.0 614.404027 1.302640e+05 \n", + "\n", + " unit_cost_wavg user_count_non_lowincome out_of_pocket_avg_non_lowincome \\\n", + "15 2.913666 903.0 335.850853 \n", + "16 2.823054 72.0 333.760694 \n", + "17 0.251665 20411.0 58.861067 \n", + "20 2.119760 70981.0 48.449797 \n", + "46 2.105196 313.0 296.988914 \n", + "\n", + " user_count_lowincome out_of_pocket_avg_lowincome drug_major_class \\\n", + "15 186.0 33.892849 CV000 \n", + "16 19.0 46.864737 CV000 \n", + "17 3179.0 10.510862 CV000 \n", + "20 34325.0 5.312822 CV000 \n", + "46 129.0 28.219147 CV000 \n", + "\n", + " drug_class dmc_name dc_name \n", + "15 CV800 CARDIOVASCULAR MEDICATIONS ACE INHIBITORS \n", + "16 CV701|CV800 CARDIOVASCULAR MEDICATIONS DIURETICS|ACE INHIBITORS \n", + "17 CV100 CARDIOVASCULAR MEDICATIONS BETA BLOCKERS/RELATED \n", + "20 CV703 CARDIOVASCULAR MEDICATIONS DIURETICS \n", + "46 CV200 CARDIOVASCULAR MEDICATIONS CALCIUM CHANNEL BLOCKERS " + ] + }, + "execution_count": 351, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cs.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What are the top ten most prescribed drugs versus the most expensive and cheapest drugs?" + ] + }, + { + "cell_type": "code", + "execution_count": 359, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "claim_count_top_ten = cs.sort_values(\"claim_count\", ascending=False)[\"claim_count\"][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 360, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "claim_count_top_ten.index = cs.loc[claim_count_top_ten.index, \"drugname_brand\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 362, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 362, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SNKR+euzOBq6OiN9TTjQ+CxjPzMeMtDJJkiRJUl/6CXZvA3YBfjviWiRJkiRJ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\nv4jYF7hvROwO3NR2QZVYJzP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tQBEBtp+0Pc/2uyg3aLcCFgNpytCdQygzTX8I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\nA9PLLpgqfDeBAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots(1, 1, figsize=(15,7))\n", + "ax1.bar(np.arange(len(claim_count_top_ten.index)), \n", + " claim_count_top_ten.values, color=current_palette)\n", + "\n", + "ax1.set_xticks(range(10))\n", + "xticklabels = claim_count_top_ten.index\n", + "ax1.set_xticklabels(xticklabels, rotation=90)\n", + "ax1.set_title(\"Total Number Claims of Cardiovascular Medications\")\n", + "ax1.set_ylabel(\"Total Number of Claims\")" + ] + }, + { + "cell_type": "code", + "execution_count": 364, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "avg_cost_top_ten = cs.sort_values(\"unit_cost_wavg\", ascending=False)[\"unit_cost_wavg\"][:10]\n", + "avg_cost_top_ten.index = cs.loc[avg_cost_top_ten.index, \"drugname_brand\"]\n", + "\n", + "avg_cost_bottom_ten = cs.sort_values(\"unit_cost_wavg\", ascending=False)[\"unit_cost_wavg\"][-10:]\n", + "avg_cost_bottom_ten.index = cs.loc[avg_cost_bottom_ten.index, \"drugname_brand\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 365, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 365, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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f2r2wuz88t1QAAJuTugsA2JBmaSBdI8kdx3+7XZHkTnNJBACweam7AIANab8N\npO6+4/5eAwDAlafuAgA2qv02kKrq+klemuQGSW6f5LVJfrm7vzjXZAAAm4y6CwDYqGaZwvaSJH+Q\n5PeSfDXJ65K8Oskxc8wFALAZraruqqqtSV6Y5KgklyR5cHefu2L9Q5I8LMmlSZ7a3W+vqusl+aMk\nW5L8S5Jf7O6L1vwdAQAHhVnuwvYD3f3eJOnuK7r7tCRHzjcWAMCmtNq664Qkh3f3bZI8Psmzdq+o\nqmsneUSS2yU5LsnTq+qwJI9O8obuPibJZ5P8ypq+EwDgoDLLCKRvVdUPZ7iAY6rq6AxntgAAWFur\nrbuOTvLuJOnuj1XVLVas+5kkZ3b3JUkuqapzk9wkyV8m+eHxNUcm+Yf9HWTHjiOybdshs76Xpbdz\n5/ZFR1g12RdjmbMns+U/Zx1yrMYs2b+2DjlWY5bsX16HHKsxS/YL1iHHaizif6/L/jtilgbSo5O8\nPcmPVdVfJdmR5OfnmgoAYHNabd11ZJJvrnh+WVVt6+5L97LuwiRXS/KPSZ5RVb+Y5LAkp+7vIOed\nt7lmuO3adeGiI6ya7IuxzNmT5c4v+2LMkv2wdcixGuv9ue/cuX0pvuupJtcsd2H7ZFXdMslPZJjy\n1t397bWLB8mzrvXORUfYq8d+9e6LjgDAJnIl6q4Lkqys+LaOzaO9rdue5Pwk/yvJg7r7PVV1jwzX\nWrrHlX0PAMDBab/XQBovsPimJB9L8qEkL6+qnfMOBgCw2VyJuuvMJHcf93HrJJ9Zse4TSW5fVYdX\n1dWS3CjJ2UnOy3dHJn0lw2gnAIC9muUi2q9J8udJrpPkR5J8Ksmr5hkKAGCTWm3d9ZYkF1fVWUme\nk+TRVfWYqrp3d/9zkuclOSPJB5L8VndfnOThSX63qj6U5LlJTl7zdwMAHDRmuQbSkd39/BXPn1NV\nD5pTHgCAzWxVdVd3X57kpD0Wn7Ni/WlJTttjm88ludPqowIAm8ksI5DOqqr77X4yzpH/9PwiAQBs\nWuouAGBDmmUE0n2SPKyqXpLk8iTflyRV9YAkV3T35rmXKwDAfKm7AIANaZa7sF1rPYIAAGx26i4A\nYKOaZQobAAAAAJuYBhIAAAAAk2a5BtL3qKpDu/vbax0GltHr/+NbFx1hr+77+eMXHQGANaDuAgA2\ngv2OQKqqj+7xfGuST80tEQDAJqXuAgA2qn2OQKqqDyS5w/j48iRXJNmS5NIkp69HOACAzUDdBQBs\ndPtsIHVc9KnAAAAgAElEQVT3nZKkqp7b3Y9cv0gAAJuLugsA2OhmuYj2k6vqzklSVU+oqj+pqh+d\ncy4AgM1I3QUAbEizXET7tUn+vKqS5OeTPCfJy5LccY65AAA2I3UXAGwQV3/rPdZsX99JcvU12tf5\nx79jjfZ0YGYZgbSju5+Z5Pgkr+zuP0qyfb6xAAA2JXUXALAhzTICaWtV/XSSE5IcW1U3nXE7AAAO\njLoLANiQZhmB9P8l+YMkz+zuv03y4iSPnmsqAIDNSd0FAGxI+20gdff7k9w3yReq6oQkx3f3/557\nMgCATUbdBQBsVPttIFXVcUk+neTEJA9M8tdVdc95BwMA2GzUXQDARjXLnPqnJTm6u/8uScZbyb45\nydvnGQwAYBNSdwEAG9Is10C6yu4iJknG+fizbAcAwIFRdwEAG9IsI5C+VFWPSvKy8fmDk/z9/CIB\nAGxa6i4AYEOa5YzWryS5TZK/TfJ34+OHzjMUAMAmpe4CADakWe7C9rUkz+junUl+LMmLu/uf5p4M\nAGCTUXcBABvVLHdhe0aS3xufHpHkSVV16jxDAQBsRuouAGCjmmUK2z2T3C1JxjNgd07yX+cZCgBg\nk1J3AQAb0iwNpG1Jrrri+aFJrphPHACATU3dBQBsSLPche0lST5VVW/LUMDcPcnz55oKAGBzUncB\nABvSLBfRfk6SX0ryT0n+Icn9uvtF8w4GALDZqLsAgI1qlhFI6e5PJvnknLMAAGx66i4AYCOa5RpI\nAAAAAGxiGkgAAAAATJppCltV/WKSn0zytCQ/192vnmsqAIBNSt0FAGxE+x2BVFXPyHAHkPtkaDid\nWFXPmncwAIDNRt0FAGxUs0xhOy7J/ZNc3N0XJLlLkrvNNRUAwOak7gIANqRZGkiXj/+9YvzvYSuW\nAQCwdtRdAMCGNEsD6Y1J3pDkGlX1qCQfTvLauaYCANic1F0AwIa034tod/fvVdVxSf4+yfWSnNLd\nb597MgCATUbdBQBsVPttIFXVMUm+leRt46IrquoWSc7t7vPnGQ4AYDNRdwEAG9V+G0hJnpTkFkne\nn2RLkjsk+WKSI6vqt7v7dXNLBwCwuai7AIANaZYG0pYkN+nuLyVJVV0nySsyFDQfTLLXQqaqrpLk\n5UlukOECkE9N8rkkr8xwYcizk5zc3ZdX1SlJ7pHk0iSP6u5PrPYNAQAssVXVXQAA8zbLRbSvs7uI\nSZLu/kqSHxxvLbtlYrv7JflGd98+w+1nn5/k2UmeOC7bkuT4qrp5kmOT3CrJfZO8YFXvBABg+a22\n7gIAmKtZRiCdWVWvTfKaDA2n+yb5aFXdI8m/Tmz3J0netOL5pUl+OsmHxufvSnLXJJ3kvd19RZIv\nVdW2qtrZ3bsO7K0AACy91dZdAABzNUsD6aTx30OTXJbkfUn+V4bmz/33tVF3/2uSVNX2DI2kJyZ5\n5tgoSpILk1wtyZFJvrFi093L99lA2rHjiGzbdsgM0Q8eO3duX3SEVZN9MRaR3ee1GLIvhuzMyarq\nLgCAedtvA6m7Lx3PhL01w9DpQ5Ic093v3N+2VXXdJG9J8sLufm1V/f6K1duTnJ/kgvHxnsv36bzz\nLtrfoQ86u3ZduOgIqyb7Yqx39p07ty/t5yX7Ysi+GMuSfbM2ua5M3QUAME/7vQZSVf1Okr/LMNXs\nI0nOTfL0Gba7VpL3Jvn/uvvl4+JPV9Udxsd3S3JGkjOTHFdVW6vqekm2dvfXD/SNAAAsu9XWXQAA\n8zbLRbQfmOS6Sd6Q5I5J7p1klgbPbybZkeS3q+qDVfXBDNPYfqeqPprk0CRv6u5PZWgkfTTJnyY5\n+UDfBADAQWK1dRcAwFzNcg2kr3T3BVV1dpKjuvvNVbXfM2Hd/cgkj9zLqmP38tpTk5w6QxYAgIPZ\nquouAIB5m6WB9M2qun+STyV5eFV9JckR840FALApraruqqqtSV6Y5KgklyR5cHefu2L9Q5I8LMNd\ncZ/a3W+vqu9L8qIkP5JhZPjDu/sTa/2GAICDwyxT2H4lyTW7+4NJvpjkJRmmogEAsLZWW3edkOTw\n7r5NkscnedbuFVV17SSPSHK7JMcleXpVHZbkN5Kc3d23T/KQJLV2bwMAONjMMgLpad19YpJ092Pn\nnAcAYDNbbd11dJJ3j9t9rKpusWLdzyQ5s7svSXJJVZ2b5CYZmklvqKr3ZLgr7n6vQ7ljxxHZtu2Q\nA4i13Jb5boCyL8YyZ09my3/OOuRYjVmyf20dcqzGLNm/vA45VmOW7BesQ47VmCX7d9Yhx2os6nfN\nLA2kn6qq7+/uf517GgCAzW21ddeRSb654vllVbWtuy/dy7oLk1wtyQ8k2dHdx1XVA5I8M8kDpg5y\n3nkXHWCs5bZr14WLjrBqsi/GMmdPlju/7IsxS/bD1iHHasyS/errkGM15vkzM9WcmqWBdHmSL1VV\nJ/nW7oXdfacrHw0AgBVWW3ddkGRlxbd1bB7tbd32JOcn+UaS08dlb8sw9Q0AYK9maSA9bu4pAABI\nVl93nZnkXkneWFW3TvKZFes+keRpVXV4hhPBN0pydpKPJLl7hgt2H5Pks6sNDQAc/PbbQOruD1XV\n7ZLcOMnLk9y6uz8892TA3H346FcvOsJeHfORyRkUAAetK1F3vSXJXarqrCRbkpxYVY9Jcm53n15V\nz0tyRoYbqPxWd19cVb+b5KVV9dEMl3nwyxcA2Kf9NpCq6pEZ7uzxQ0n+JMlLqupl3f3MeYcDANhM\nVlt3dfflSU7aY/E5K9afluS0Pbb5lyT3WYvcAMDBb+sMr3lQhrt0/Ft3fyPJLZP88jxDAQBsUg+K\nugsA2IBmaSBd1t3fXvH84iSXzSkPAMBmpu4CADakWRpIH6qqZyb5vqo6IcPdOt4/31gAAJuSugsA\n2JBmaSD9RpLPJ/mrDBdXfGeSX59nKACATUrdBQBsSPu9iHaSZyX54+5+ybzDAABscuouAGBDmqWB\n9IUkz62qayR5TZLXdPcX55oKAGBzUncBABvSfqewdffzu/voDHcEuSTJn1XVGXNPBgCwyai7AICN\napZrIKWqrpbkLknummHU0nvnGQoAYLNSdwEAG9F+G0hVdXqSzya5WZLf7u6fSvKGeQcDANhs1F0A\nwEY1ywik05LcIMmjk1y/qj6Q5C/mGQoAYJNSdwEAG9IsDaSzkzwlyT8m+aMkH8pQ2AAAsLbUXQDA\nhrTPu7BV1c8meViSmyf5syT3T3Jad//OOmUDANgU1F0AwEa3zwZSkj9N8sYkt+3uc5Okqi5fl1QA\nAJuLugsA2NCmGkg3SXJiko9U1ReTvG4/rwcAYHXUXQDAhrbPayB199nd/dgkP5zkGUnumORaVfWO\nqrr7egUEADjYqbsAgI1uv2e2uvvSDHPx/6yqdiZ5QJKnJ3nnnLMBAGwq6i4AYKM6oKHR3b0rybPG\nfwAAzIm6CwDYSPY5hQ0AAAAAEg0kAAAAAPZDAwkAAACASRpIAAAAAEzSQAIAAABgkgYSAAAAAJM0\nkAAAAACYpIEEAAAAwCQNJAAAAAAmaSABAAAAMEkDCQAAAIBJGkgAAAAATNJAAgAAAGCSBhIAAAAA\nkzSQAAAAAJikgQQAAADAJA0kAAAAACZpIAEAAAAwaduiAwCsxjn3ec7a7WvN9pTc8M2PXsO9AQAA\nbAxGIAEAAAAwSQMJAAAAgEkaSAAAAABM0kACAAAAYJIGEgAAAACTNJAAAAAAmKSBBAAAAMAkDSQA\nAAAAJmkgAQAAADBp26IDAABw5VTV1iQvTHJUkkuSPLi7z12x/iFJHpbk0iRP7e63r1h3TJLXdPd1\n1zc1ALBMjEACAFh+JyQ5vLtvk+TxSZ61e0VVXTvJI5LcLslxSZ5eVYeN666b5LFJrrLuiQGApWIE\nEgDA8js6ybuTpLs/VlW3WLHuZ5Kc2d2XJLmkqs5NcpOq+kySFyd5aJJPzXKQHTuOyLZth6xt8g1s\n587ti46warIvxjJnT2bLf8465FiNWbJ/bR1yrMYs2b+8DjlWY5bsF6xDjtWYJft31iHHaizqd40G\nEgDA8jsyyTdXPL+sqrZ196V7WXdhkqsleX6SZ3b3l6tqpoOcd95FaxR3OezadeGiI6ya7IuxzNmT\n5c4v+2LMkv2wdcixGrNkv/o65FiNef7MTDWnTGEDAFh+FyRZWfFtHZtHe1u3Pcm3k9w+ySlV9cEk\n16iq169HUABgORmBBACw/M5Mcq8kb6yqWyf5zIp1n0jytKo6PMOJ4Bsl+UR3//uwo6r65+6+73oG\nBgCWiwYSAMDye0uSu1TVWUm2JDmxqh6T5NzuPr2qnpfkjAyjz3+ruy9eYFYAYAlpIAEALLnuvjzJ\nSXssPmfF+tOSnDax/bXnFA0AOEi4BhIAAAAAkzSQAAAAAJikgQQAAADAJA0kAAAAACZpIAEAAAAw\nSQMJAAAAgEkaSAAAAABM0kACAAAAYJIGEgAAAACTNJAAAAAAmLRt0QEANpuvnfSktdvXmu0pueaL\nn7yGewMAAA4mRiABAAAAMEkDCQAAAIBJGkgAAAAATJrrNZCq6lZJfq+771BVP57klUmuSHJ2kpO7\n+/KqOiXJPZJcmuRR3f2JeWYCAAAA4MDMbQRSVT0uyUuTHD4uenaSJ3b37ZNsSXJ8Vd08ybFJbpXk\nvkleMK88AAAAAKzOPKewfSHJfVY8/+kkHxofvyvJnZMcneS93X1Fd38pybaq2jnHTAAAAAAcoLlN\nYevuP62qG6xYtKW7rxgfX5jkakmOTPKNFa/ZvXzX1L537Dgi27YdsoZpN76dO7cvOsKqyb4YB3v2\nc9Yhx2rMkv1r65BjNRbxM3Ow/5xuVMucHQCAxZjrNZD2cPmKx9uTnJ/kgvHxnssnnXfeRWubbAns\n2nXhoiOsmuyLIftiyD67nTu3L+3nJfv8aXIBAGws63kXtk9X1R3Gx3dLckaSM5McV1Vbq+p6SbZ2\n99fXMRMAAAAA+7GeI5Aem+S0qjo0yd8keVN3X1ZVZyT5aIZm1snrmAcAAACAGcy1gdTdX0xy6/Hx\n/81wx7U9X3NqklPnmQMAAACA1VvPKWwAAAAALCENJAAAAAAmaSABAAAAMEkDCQAAAIBJGkgAAAAA\nTNJAAgAAAGCSBhIAAAAAkzSQAAAAAJikgQQAAADAJA0kAAAAACZpIAEAAAAwSQMJAAAAgEnbFh0A\ngOXx7VP+x5rt68trtqfk0N95/hruDQAA2JMRSAAAAABM0kACAAAAYJIGEgAAAACTNJAAAAAAmKSB\nBAAAAMAkDSQAAAAAJmkgAQAAADBJAwkAAACASRpIAAAAAEzatugAAABcOVW1NckLkxyV5JIkD+7u\nc1esf0iShyW5NMlTu/vtVXW9JC/PUA9uSfLQ7u51Dw8ALAUjkAAAlt8JSQ7v7tskeXySZ+1eUVXX\nTvKIJLdLclySp1fVYUmekuT53X2HJL+b5OnrHRoAWB4aSAAAy+/oJO9Oku7+WJJbrFj3M0nO7O5L\nuvubSc5NcpMkj03yjvE125JcvH5xAYBlYwobAMDyOzLJN1c8v6yqtnX3pXtZd2GSq3X315OkqirJ\nMzOMYpq0Y8cR2bbtkLVLvcHt3Ll90RFWTfbFWObsyWz5z1mHHKsxS/avrUOO1Zgl+5fXIcdqzJL9\ngnXIsRqzZP/OOuRYjUX9rtFAAgBYfhckWVlNbh2bR3tbtz3J+UlSVXfMcO2k+89y/aPzzrtobdIu\niV27Llx0hFWTfTGWOXuy3PllX4xZsh+2DjlWY5bsV1+HHKsxz5+ZqeaUKWwAAMvvzCR3T5KqunWS\nz6xY94kkt6+qw6vqaklulOTssXn03CT/pbs/ud6BAYDlYgQSAMDye0uSu1TVWRnuqHZiVT0mybnd\nfXpVPS/JGRlOHv5Wd19cVf8zyaFJXjXMYkt398MWlB8A2OA0kADYFA570S+t2b4uyNoNx77kV1+z\nRntiM+vuy5OctMfic1asPy3JaXtsc9Q6RAMADhKmsAEAAAAwSQMJAAAAgEkaSAAAAABMcg0kANjg\nrv7We6zZvr6Ttbsl7fnHv2ON9gQAwEZnBBIAAAAAkzSQAAAAAJikgQQAAADAJA0kAAAAACZpIAEA\nAAAwSQMJAAAAgEkaSAAAAABM0kACAAAAYJIGEgAAAACTNJAAAAAAmKSBBAAAAMAkDSQAAAAAJmkg\nAQAAADBJAwkAAACASRpIAAAAAEzSQAIAAABgkgYSAAAAAJM0kAAAAACYpIEEAAAAwCQNJAAAAAAm\naSABAAAAMEkDCQAAAIBJGkgAAAAATNJAAgAAAGCSBhIAAAAAkzSQAAD+//buO8qyqkz/+LebJqiA\nAZAgjqMIj6CYB1HCiHFEzGEAIxn8IUpwFEQcBOOoKMoMQRAQE4iiGAADKBJEJIyIPMiAIBIUkCBJ\nsOv3xz6XLsru6nsr9L676vmsVevee6prrYei6tY579n7fSMiIiJiXCkgRURERERERETEuFJAioiI\niIiIiIiIcaWAFBERERERERER40oBKSIiIiIiIiIixpUCUkREREREREREjCsFpIiIiIiIiIiIGFcK\nSBERERERERERMa4UkCIiIiIiIiIiYlwpIEVERERERERExLhSQIqIiIiIiIiIiHGlgBQRERERERER\nEeNKASkiIiIiIiIiIsaVAlJERERERERERIwrBaSIiIiIiIiIiBhXCkgRERERERERETGuebUDAEia\nC/w38DTgXmB721fUTRURERHRhsWdS0naAdgJuB840PZ3Ja0MfAV4CHAdsI3tu5Z4+IiIiGjCsKxA\nejWwnO3nAu8DPlU5T0RERERLFnkuJWk1YDdgI+ClwEclLQvsB3zF9ibAhZQCU0RERMRCDUsBaWPg\nFADb5wLPrhsnIiIioinjnUttAJxl+17btwFXAE8d/TXAD4AXLbm4ERER0Zo5IyMjtTMg6QvAibZ/\n0L2+BniC7fvrJouIiIgYfuOdS0l6M7C+7fd2nzsWOBY4tDt+t6QnAMfa3rjSf0JEREQMuWFZgXQ7\nsMKo13NTPIqIiIjo23jnUmM/twJw65jjvWMRERERCzUsBaSzgM0BJG0I/LpunIiIiIimjHcudR6w\niaTlJD0cWBe4ZPTXAC8DzlxycSMiIqI1w7KFrTc55KnAHMoUkMvqpoqIiIhow8LOpSjFoStsf6eb\nwrYj5ebhR2yfKGlV4BjK6qObgK1t31nlPyAiIiKG3lAUkCIiIiIiIiIiYngNyxa2iIiIiIiIiIgY\nUikgRURERERERETEuFJAioiIiIiIiIiIcaWAFBERERERERER45pXO0AMD0lvsv3l2jlmE0mvALYF\nlu0ds735or8ipkqLP++S5gCvBG4EDBwE/B3Yx/aNNbMtjqRVgPcBdwMH2b65O/5B2/tXDdcnSWva\nvnbUa9l2zUwRs52k64ERyuQ5Rj0fsb1GtWADkrQ28ETg18AfbWfKTURMmqSPUt4X/4HtfZZwnFlJ\n0guBJwC/AC63fU/lSJOSAtIUk/RYYCtgud4x2x+ql2ggOwJNXVD3SHoysCIwH/gIZUTxj+um6ssn\ngZ2Av9QOMhGS1qQUMdYDLgd2t/37qqH61+LP++eAhwGrASsBhwF3AF8AXlExVz+OBb5F+bvzM0mb\n274a+Ne6sRZP0lOAxwAfl/Qf3eGlgI8CT68WrA+SXrKoz9k+bUlmiZgOtlfvPZf0MNt3SlrD9nU1\ncw1C0q7Aa4BHAcdQCkm7Vg01AElLAW8H/gk4HbjE9k1VQy2GpHP4x4vqXuHxeRUiDUzSCsB7gdWB\n7wH/a/uKuqnGJ+mrLLqYsfUSjjMhDRYDLqsdYDJa/12V9BFgTWBd4G/A3pRaQbNSQJp6JwA/Av5Q\nO8gELCvpQsrKhvnQzps5cCjwLmB/4P3AJ4AWCki/sX1G7RCTcATwP8DPgOcDRwIvrBloAC3+vD/N\n9iaSlqGcoB8JIGmnyrn6saztwwEkXQR8W9LzWbBqYJg9EtgSWJUFf/TnA/9dLVH/FnWSMgKkgBQz\nhqT9gIcDewKflXS+7Y9XjtWvLYFNgJ/Y/oykX9YONKDDgOuAFwPnU24YDPtq6i1rB5gCRwE/oNyI\nObL7GPabMofWDjAZLRYDbB8DIGlDYAPbB0v6MvCpusn61vrv6sa2N5V0uu1jJO1SO9BkpYA09e6w\nvW/tEBP03toBJuE+4DfAMrbPldTKz/a3u8r6b3sHbG9bMc+glrP9ne75SZJ2r5pmME3+vEvayPZZ\nkl7UvX4io7ZADrF5kta3/WvbZ3dLqr8DLF872OLYPhM4U9IzbV8AIGmu7fmVoy2W7W16z7uVVOtR\n7pheVC9VxLR4le1nAdh+g6SzgFYKSL2epL277PfWCjJBa9neXtLGtk+W9L7agfrwYttfWMT2nla2\n9axk+yhJb+7+rg79DRnbPwWQtCLwARasYD+gZq4BtFwMOJiyUhDK9/5oYNNaYfrVrVZf6K6HmrkG\nME/ScsBIt1rz77UDTVaaaE+9SyRtqWIdSevUDjSACyh3j95K2R7zx7pxBjICfAX4vqQ3AndWztOv\n3YDPAF8f9dGSeZLWB+g9NqTFn/edgL0kzbF9TXfsU8BeFTP1azfgc5JWBbD9deBw4HFVUw1mre79\n/W3A9ZJa+L4DIOmdlBWDzwMObyl7RJ/md6szkbQ0bZ3jfpWykveJkr4PnFQ5z6DmSVoZHthWNfTF\ndRbsFPgdZSXy6I9mSHpS97gmbV2YHgVcQ9k18HtKMaMFLRcD7rd9KYDtK2nj93S0I4AvARtRtvoe\nWTdO3w4CfgU8hbLt8ZC6cSavlVUaLXk6D+6JMQK8oFKWQbW4FLbn3ynLMr8vabPudQtu6C6kW7Ub\ncJSkNSgFmB0r5xlEcz/v3R/+14w59qpKcQbSrXh5/phjx0n6Sp1EE7IXZVvG1yi9Pk6j9DFrwdbA\nJrbv7y6uz6ad7BH9OJRyE+/XwJMoW9lb8T+U9gdPoRQwrhn/nw+dfYGzKL14zgXeXTfO4tk+tXu6\npe1F9oobcu8CvkjZTvUN4B114wxkJduf655fJOn1VdP0r1cMWIVSDDiobpyBXN1twTsH2IA2bpyO\nNnbXwx5V0/TvHGBjSm+7qyg3rZuWAtIUs71Z7QyT0NxSWElb2P4u8Nruda+AsTZldcOwu1vSKcCF\ndEuoW5qIYPtC4F+gNJC33VLvr+Z+3meiFraBjdLbVnKH7Xu7O+2tmGP7fgDb90m6r3agiKlk+0hJ\n36E0t72iN+lxmElajTIA5FjgLcDFlAb9p1Eu8JrQbUtSN23zpsYmyN0q6ZWULTG9foiX143UH9u/\nBp5bO8cEPUTSarZv6FYmL1U7UD9snyDpR3TFgGFvFj/GNsDOlBthl9LOtsGeB1ohdLsehvp9ZvQA\nFqA3gGUl4GMM+QCWxUkBaYpI+obt148aJwttjpFtbSlsr4q7+rj/anidXDvAZEjajTKW/RHANpJO\nsd3KHYEWf96jrispDWLfKemDlLuPrfi5pG8AZ1Ka9Z5VOU/ElJL0cmAX4KHda2wP+wrwDSmrSMSC\nm17zgVMX+RVDRNLpLOQirpHvfc8qPLiXytDvHJB0FQ/+vt8HLA3ca3vdOqkG9gHgbEm3Aysw5CvY\nJX2RRf+st9K7dFngWuCW7vWWlOJ1K1rb9dDyAJZxpYA0RWy/vntstZAB5RezqaWwvckCwDq231Q1\nzMRcVTvAJG1F2fZ1CvBk2ph819Pcz/toXQPK+ZQtbd+1/ZfKkfrWanbbb5e0vO2/Svql7RtrZ+qX\n7b26C+x1gaNsf792pogpdgClEHBD7SD9sn0SZSvG5o3+Tu7cPX6Q0rfpLMrKqS2qJRqQ7c26lVNr\nUQYM3LK4rxkCT6LcpD4EOMz2eZKeQUPnMbZ/CDxB0sqNrOL5Wve4C2UL+FmUFfjNrBQEvkXpN9U7\ndxnqFTxjjd710IKFDWCZKVJAmiKSvsoifhEbGA0OgO1L6JbCNrgdaVlJT+XBS5D/VjdSX3rTG+ZQ\nCjC/pzTSbMUIZfXXjbZHJD2qdqB+2b5E0r9RmjhfafuvtTP1S9KxlC0Oz6M0in0tY3ojDasWs0va\n1/aBvfd5Sb3jQ//+Pmpbb8/twJqSdrTdwjbfiH7d0pvw1KBbJB1GWUUyB1jD9ksrZ1os2waQtKrt\n47vD3+qa9jehm6K1O2WS73qSDrB9XOVY47J9L4CktWyf1x27UL0/TkNMZfLwyJhjANh+Xo1M/ej1\nzJK0p+1ef7WzJP2wYqxBzWlotdQDRu3umUObu3zW7KY99t7fV7bd2uChB0kBaeocWjvAZDW+HelJ\nwLdHvR6h9EEYarZ7SxrppsccP84/H0anUwpeW0k6CDixcp6+SXodpfHnPOB4SSO2D6wcq1//3DWg\n3q67e9rSyq8Ws/e2mrb4Pr+oVbFN3XmMWJRRRdK/STqc0uC211OwlSLpwZRmvK8Hfg0sUzfO4CRt\nB5xHuTlwV+U4g9gReKrteyQ9FPgpMNQFpFFulXQAC77vv68bpy9b1g4wSctLegHwS8r3fOh/V3vT\nKYErJT2XMoW49x459DfbG9/dA7Af8E7Kis3TgRfVjTN5KSBNkd5dL0lvrZ1lEprdjmT7KbUzTIF5\nNFD0Gs32+ykjWOm29LTUmHcPSv+JU4ADKb1tWikgLSPpjcCl3ejkliY6NJfd9sXd02uAVwDLjfr0\nUK94sL1/77mk1Rm1wqFaqIip1bu46PUkW617bKlIeqvtr0p6ie3/lDTU7ysL8SZgT+B1wG9pZxIu\nlO0893fP7waGvvn6KG8C3g68jPJ937dqmj7Yvhoe6D15ELAeZffA7uN93RDZlrJd9vO087NuFqzg\neQEPXs0z9NcdY1eBj/7csK8C79xs+xxJO9s+WtI2tQNNVgpIU6/XvG4OpcP6LbTToKy57UiSPm97\n14UtiR3mpbA9Y5ZlzgM+WzfRYLrJJf+P7qK028veyrLM+d0krZHu5/3O2oEG8HFKwXcPSi+n99eN\nM1XiA0QAACAASURBVJCWs38b+CbQRM+m0SQdSdmi/DDgIZSG4BtWDRUxBUYXSRs2IunJwEO7bUir\nLe4LhoGkNW1fS5kkd8SoTz2GUhRowVzKGPmzgWcAS0v6CgzvxamkZ9s+H9gI+F33AfBCyhbxFhwB\n/A9lFfvzgSMp+YeSpHndJNMrKYW70duphprtx9fOMEktrwIHuFfSppT3lpfS7uCnB6SANMVs7917\n3o0F/27FOINqcTtSbwRlk0tisyyzqjO7uxlrSjqUshy5FSvZfmP3fL9u+2krWs7+B9v/WTvEBK1L\nWVl6GLAPpXF8RAyHPSi/nwcDX6GdC6U9uo/DGNObhCGfZDbKh7vHEeDLNYMM4IWUVdNbjTk+QjsF\npOVsf6d7fpKkYW+ZcSywNQtW80BDq3ga9zRJT6sdYhJ2obRaOZBy3bpf3TiTlwLSFBu1zxRKhbGZ\nqm+L25FGTUFaGngDD96esVOtXIszA5Zj9jS7LNP2Pl0T7QuA39oe+mKvpK2AVwKbdXvwodw9XZ9y\n4TG0Ws4+ysmSPgZc2jtgu5UVpnd0K+0eZvumMX+rIqKCUb+Ho1eRPLdSnIGN6pO5XzdxCHjg/b4V\nF1JGyve2Uh0w7JPYbH+8e/oT21/qHZf07kqRJmKepPVt/1rS+gz5ap7eufkMWM3Tot7unudQtpme\nTZnGtjRt7PL5xKhJ4a+rmmSKpIA09UbvM70b+K+6cfonaSdK0WW57jW216ubqm/HUpY4bgxcByxf\nN85itb4cs6e5ZZkLmUp1G7BGI1OpTgGup/QNOqw7Nh/4v2qJ+tdy9p4tKT0PeiczQ33CO8avJO0F\nXCfpa+Tvf8wQC3lPf0AD7+kLW83Q09Kqhh9J+rjt3p31HYCv1gw0gKMovey+TOkDejTlZkcL/lvS\nC4Ftbc+n5P5M5Uz92g04StIawB8pzcyH3thrJaClayUkrQ08kdKs/4+2h/48pre7pxvu9PLecUnN\nrLZrdFL4IuUEcoo1Xpl+F7A5Dfb3AO6y/VFJa9veVtKZi/+SqlpfjtnT4rLMhRW5ekXfoWb7L8AZ\nkjYePa66Gw+696K/sr6Ws49yr+1daoeYoP0ovY/upjRcbWnLZsR4mp002DtnHNXTplVnU1aUHEEj\nhYBRVrL9ue75RZJeXzXNYM6nfO+/I+kNtcMMwvaFlFUkrWn2WknSrsBrgEcBx1AKSbtWDTWYR0t6\nhO1bJa1EA0NYOuvQ4KTw8aSANEUknc4iTlZst7IP/H8pPT7+XjvIBMyRtBplvObDKG+Ow6z15Zg9\newFH2L6URpZl9hquSnoi8C/d5JuP0cBqsG5M8vbAupI27w4vRfm5GeoiTMvZR7la0t48eATuUN8B\n694XV6S8r7yFUii9AvgOsEHFaBFT5Ujb10pap3aQSdhL0j9TxscfZ/vWynkGNdJtC9+T0j9z6G/I\njPIQSavZvkHSqpS/S60YsX24pFuBU2nouq6bWv0+HrySp4WL6pavlbYENqFsffyMpNZuJH0YOF/S\n7ZTzmm0r5+nXtrYf+F5Len7FLFOimTeaBuzcPX4QOAk4i3JyvkW1RIP7CXClpP+jW0rdUPFrf0pV\n/TjgKoa8CDMDlmP2nAV8QtIKwBeBr9u+u3Kmfh3Dgglg32fIJ4B0jgN+TGmC3Gv8OR/4U7VE/Ws5\ne8/SlDtJvQvVFhqWbki5YyrK1sE5lO/7qTVDRUyh5hs5295S0iMpTXpPkPQnys2ZM+om69vtALY/\n1RUzhv6GzCgfAM7uLkpXoK0VVJcD2D6+y9/ScIT3Urbc/aF2kAG1fK00t3vsvU/eWyvIRNg+EThR\n0qOBvwx7r15Jm1B6q+0u6dPd4bmUVV9PqRZsCswZGRn6Fb5NkfRj2y8c9fonrbyxSPoV8A7ggTtf\ntl0vUf8kbTG6CbKkN9o+vmamfki6AHjBqOWYp9l+Vu1cg5K0OnAQ8G+2H1E7Tz8knWV7o1GvT7e9\nWc1Mg5K0t+2P1s4xEa1ml/QUumarti+qnadfkja3/f3aOSKmi6T32G6m7+RYkp4EbAO8hDIRdx7w\nENut3GV/gKR/sn1N7RyDkLSy7Ztq55gMSWvYvq52jn5IOtn2K2rnGFTj10q7Av8OPA64hLIS6ZN1\nU/Wv67n635RVgicAV9s+sm6qRevOF18HvJ3SWw3KDbxftX4+lhVI06DbqnEe8DzgrspxBnEt8Muu\nEV8TJG0BbARsJel53eG5wKuAoS8g0e5yTKCcJAJvo7xBXkDprdKKW7vmq+dQVgveUTnPRLwYaK4I\n02kuu6R3UlYI/IKy5eT4hk6+/tpNHZwLfA74gO2vVM4UMZVeJunTLW4tkfQLyvniEZSJZvd2x5tY\nKdg1Ft6Tcl0xB7iPBSs1h5qkFwO7UxrdAu20npC0P6WYsQzwUMqKpCdXDdW/uyT9ALiIBVvC96kb\nqS/NXSv12P68pB9TVr/Y9v/WzjSgA4FNKdtkP0LZBTG0BSTblwCXSBqx/aHaeaZSCkhT702UP6Kv\nBS6jVHpbsSxwsaRLWPBmPuwj5S+mNFG7mzLNBEp192vVEg3A9omSvgmsAtzU4B+kb1DevDex3VoB\n5u2ULWyvoYxlb6p412mpz8RYLWbfmvKzfr+kpSm9y1opIH2C8vfpEErR/XggBaSYSVahTBm8inIO\nM2L7eYv5mmHxZtu/A5DU22aC7ZfWizSQHSgTzPalrAxoaZz8QZS8rW2lgnLTbk3Kf8OnKaszWtHq\nCowWr5UAkPRY4BWUvlPrSnp1Y4WN+bZv6Qoy90hq5brj+ZI+3OLNjUVJAWmKdU34zgD+XF76zsqR\nBtHUagAA238AjpH0JWAtRo2mrBqsT5I2oxRgbgMeKWkH2z+sHGsQ5wG/aLB4hO0/S/o4pa/NHGBt\noLXl61tIemz3e9CaFrPPsX0/gO37JA31/vsx7gFuBO7v/k4tWztQxBRrqefkWE+X9CzKxel/SfpE\nQ6sbodwAu17SCrbPkNTSRek1tn9UO8QE3Wz73u77foWkh9YONIAvU27kPRY4nbKlqgXNXSuNcgLw\nI9oslgJc0U3uXUnS+4CrawfqU8s3NxYqBaQp1v1grw38HHibpE1t71k5Vr8uoDS1Wx34HmXSQCve\nwYLRlEdT/h+0MJryAGBj29dJegzwTaClAtJ3gX0krQl8Cfiy7dsrZ+qLpKMoDYYfRhlvfmX3euhJ\n2o2y6u4RwDZdM/Y9KsfqS8vZgZ9L+gZwJrAxZfl0K26jnDgeIukdtHPiFdGvZYH/omyd+g1lNXgr\n9qKMBv8a5YL6NNpZ3Qhwm6RXAyPddrZVagcawJ8kHQpcyIIVJYfXjdS3ayVtC9zZXX+sWDvQAA4F\nrqNsZz+fMvxm83G/Yji0fK10h+19a4eYhJ0p03x/DtxJWfnYgpZvbizU3MX/kxjQprZfb/szlL4w\nG9cONICjKBfR6wA3MMT7ShdiS+BFwK22Pws8p3Kefv291/DQ9h8pqwSaYfsU22+k9JzaBLhe0tGS\nHlc5Wj+eROkVcCqlKXJL3/utKFPkXkb5b3h63TgDaTn7AZRpg0sDR9t+T+U8iyVp++7ppcA1wLqU\nyVRXVAsVMT2OpVyUbkj5PT26aprB9KYh3dH1P1qhZpgJ2J5SlH4f5Rxyl7pxBnIVcD2wGqUosFrd\nOAPZiTLd9D2UYkxLbTPWsr0fcI/tk4GH1w7Up5avlS6RtKWKdSQ10adslBMo5zG72v6c7b/VDtSn\npSktEN5GWXXXQq+vcaWANPWWHrV/vTdGthUr2T4KuM/22bTVo6TV0ZS3S3qnpKd1DXpvqR1oEJLW\n7baB/ZQykWJjSo+VE6sG688dtkeAh3WTV5apHWgAI5QT3Ru7/4ZHVc4ziJazf8/292x/0vb3aofp\nU2+p+mWUu6UGTmZBz7iImeJO2z+wfVv3+9lST8ErKaswjpL0QUqj/qEn6dnd0+dSVh2tT7kpM/R/\nT7uV0wBfHfMx9D00uwEyUAp3L6XcmLmXciOvFfMkrUxZtbYC7fy+tnyt9HRK0fFQ4LDusSUfpqxS\nu1DSf3aDfFpwbPe4MfB4Su/epmUL29T7OnCWpHMpq2C+XjnPQLoxsr0/rC01+/oKpYjxOEnfB75V\nOU+/3kxpOvlh2mzk/GtgO+CDXUO7j9reW9IXawfrw68k7UXZl/w1yljQVpxOGfO8laSDaKNg19Ny\n9lskvYtSfJkPYPu0upHGZ/vU7vGY2lkiptkfJO0L/AR4FnCvpJdAE7+nb5e0vO2/Sjrf9g21M/Xp\nhZTC11Zjjo9QtuENsz26j8MoeXuFgBHKKs1h1rsAXX3M8ZZuWr+fsg18deBc4F114/Sv1Wsl25vV\nzjAZts+nTK5+JPA/wO8oW5eH3V22PyppbdvbSjqzdqDJmjMy0tJ7TRskPYWyPeayboRfE7rch1O2\nOBjYxfaFdVONr9vz3fshXgt4NmUy22WNjANF0sMpF6OvBr5r+y+VIy2WpO0od77Wo/SagLIKbBnb\nz6wWbAAq83qvo/TjeRlwnu0b66YaTPdH9M6GlvE+oMXsCymMjthuregbMSONc+Ni6H9PJT2Zshrg\nEZTmwpfY/m7dVIPpVpM80MTZ9jUV40xIa4MdJM2jrCoZ/X3/Wb1E/ZP0bNvnS1qFMsBkU9s/rZ1r\ncbprpSMo10qXAe+wfUHdVOOT9A3br5d0PQuumeZQ3hvXqBhtIJI2oWwB+xfKdrYv2r62aqg+SPox\nZQruwcA2lOuNJ9dNNTlZgTTFJG1A6cezHPACSdh+R+VY4xrVFR7KG8qfgVUpq3rWrZWrT5eNem4a\nGwsq6VjKXbrnUQowr6U0Ax92x1H23e9DWT0FpQj2p2qJBnek7V6PspOrJhmQpE0p43qXAk6QdLXt\nJvbht5wdOMv2F3ovuobgETEEbG/T9fRYi7I69jrbrWyL6V1YHEHpqfIDypCKJkg6jLIa6U8saN/Q\nxJShxgc7nEDpHdS7+TVCWeE7tLoiwHrA7pI+3R2eSxl885RqwfrULQx4LrRTcLT9+u5x7Iq11ryb\n8h65fdcCoRX7U67tjqP0XDt2/H8+/FJAmnrHAB8Hhn4VyShPovzBPwQ4zPZ5kp5BmWw21GbAtox/\ntn2cpO1sb9ZVqYde1+Tz98COlaNMxp3dFqrR25FambxyILApZfvXRyjLwFspwjSXXdJWwCuBzST1\ntjbMpfT7OLhasIh4gKRdaXMaKwDdGPYR23+WdEftPAN6GrB2Yxd1PVsB/wqcQhns0MR5WGdl2y31\nPYJyfbQaZetRr2H5fGDvaokG0GLBsVududDfzWFfnTnGirZPqR1iAla0/T/d80dLemPVNFMgBaSp\n9zvbR9cOMYiuGICktWyf1x27sNviE9Nrme6N5NJu+XfzjdUa8iJK8eLR3euHVMwyqPm2b+kuNu5p\n7GKjxeynUKb0rETplwHlhPf/qiWKiLG2pDQR/ontz0r6Ze1AA7hF0k7AwyRtSRlK0ZLrKJPjbq8d\nZAIeNNhBUkuDHa5uZRVMT7eC5xJJ91G2I82j3JC5jzZWg7dYcOw1ht8FOJty7vsvwAbVEk3MXyS9\nigff+L28bqRF65rdb0Tp+dlbkTmXMrn6+GrBpkAKSFPvxK4h76W9A7Y/VDHPIG6VdABwHmV55u/r\nxpkVPkE56d0D2I3SUDum0aj+TX+l9D6C8oa+NI3cAQOu6Pp/rSTpfZTxya1oMfvDbJ8xpn8AwPK1\nAkXEP2h1GiuUYRT7UHrBPLt7PfQknUP5fj8a+J2kK7tPjdhuYgsbDQ52GPW3aDngjZJu7j7VUk+b\n11IKMftStuK9u26cvjVXcOwN05C0p+1PdIfPkvTDirEmYhUe/HMy7A3vL6bceLybBZNv59PApMfF\nSQFp6r0D+Cbt3T2C0uDr7ZSL6suAD1RNMwvY/ibl5wVgv5pZZpGZ0L/pHZSJfT8H7gR2qBtnIC1m\n703rOZQHF5BGKH0/IqK+r1IKAb1prCdVztM327dLOotSQPq17VtqZ+rTlt3jMsDogQhDf1HdY/v9\nlIlgSPql7fsqR1qsXi+bsauPetPBGnGT7eslrdDdoGnlZntzBcdRlu+24f+S0qNsmcp5BjJ2ipyk\noc7f/W4eI+lLDfXj60umsE0xST+w/bLF/8uIiImRdJrtl9TOMRGNZ38b8D7KXV8od3ufUDFSRIwi\naV1KI14D19hu4maepEMod6rPATYGfm/7PXVTLZ6k1YAVKU1h30LppzkXONb2UG+PkfR527uOWkXV\nM2J7o1q5+tFNAluDsor9PSz4vn/M9tNrZuuXpK9Tir6voWyrerftYR/cA4CkOcDKwK0tFBx7ugLj\nAZStd78F/p/tG+qm6l+3zXcPyo6BOcB9ttepm2p2ygqkqXdTN43iAro/SA015o2INtwq6ZXA5TSw\nD3yMlrP/B/AKoJl+ExGzhaT/A15r+4Tu9U8Y7u0Noz1t1FTQz0o6u2qa/m0IvAsQ0DvXnQ+cWi1R\n/5aS9BH+sV1DC3fWH0npxbMqsHV3bD5lwmkrtgeeSLkpsxelP8/Qk/R84ChKv69HSNrB9lBvBZM0\nz/b9wJWU3Sa9SYmt2QF4Pu1te5xxUkCaeld0j6uN+68iAElLUbYN/hNlWewltm+qGipasAqw+6jX\nw74PfLSWs19p+4rF/7OIqOAu4BBJH7B9OuUiqRXXSFrT9rWSVqWRIrXtk4CTJG1u+/u18wzo3O7R\n4/6rIWT7TOBMSc+0fYGkVYCbW9omY/sO4MLu5Z41swzoQGBj29dJegylDcVQF5AoKwS3pvys9wpH\nvSJSS6uom9r2KGmRq+1tn7Yks0y1FJCmmO39Jb0IeDzwC8pd9ohFOYwyveTFwPmUN/nNqyaKoWd7\ns+6EcS3g8ob6ZTSdHbhL0g+Ai1iwwnSfupEiovNn4HWUgsbKwP2V8yzWmGbIr5F0NfBYSi+kllzb\nTb1bE7gB2Nb2hYv5mqpsH1M7wxR4eNe4/DbgkS2shpkB/m77OgDbf5R0T+1Ai2N76+7x8bWzTNJt\nkl4NjHTb2VauHWgxtlrE8REgBaRYoFsOuyawLqWh4N4s+gcoYi3b20va2PbJ3VSqiHFJ2oWyiuc3\nwHqSDrB9XOVYfWk5O9DaHfaI2WSO7b9IejnwDeCptQMtTq8Z8gzwWWB72xdLejpwCGV8dUyvA2hv\nNUzrbpf0Tkoj7U2BZm6CSXox5fyr18cR262sAIfyvvJMyrbHzwNH1o0zPtvb9J53fcvWo9w4vahe\nqqkxd/H/JAa0se23An/t7m60Xu2N6TWvu1OKpBXoesJELMaOwFNtvwZ4BqUHRSuazW77mLEftTNF\nxAP2BrD9V0qvsv+qG2dWmWv7YoDu4mjoV3/NEA9aDQMM/WqYGeDNlLYTH6asFty2bpyBHAR8mtJv\nqvfRkk8Cp9m+ntI8/lWV8/SlKzgeQZl8d7ikvSpHmrSsQJp68yQtR1letxTw99qBYqjtC5wFrE7Z\nj5+GcNGPG1lwgn43cHPFLINqOXtEDK+bJO3Nggk9a1TOM5vcJ2kL4EzKqox7K+eZLZpdDdOw/7b9\nptohJuga2z+qHWIS7rd9KYDtKyW1ctN9a2AT2/dLWpoydfCTlTNNSgpIU+8zwK8ojWJ/Qan2RiyU\n7Z8C6nrC3GS7xakIseTNBS7qJvU8A1ha0ldgwV73IdZy9ogYXscCJwMbU3oLLl83zmAkrQg8jtKs\n/87aeQa0HeWC6GPApZRpSTH93ky5Eflhyve9pdUwrVpO0lN58CTZv9WN1Lc/STqU0ry8xUnhV3et\nYs4BNgD+WDlPv+Z0U/CwfZ+k+2oHmqwUkKberpR932sDV2WiViyMpNNZyAhNSa3tR446Pjzq+Zer\npZiYlrNHxPC6y/ZHJa1te1tJZ9YO1C9JrwfeTzkvP17SiO0DK8caxLtsv6F2iFmo5dUwrRLw7VGv\nW5pkdlX32Oqk8G2AnSnDhn5LmYjXgp9L+gZlheYmlJ0nTUsBaeqNAF+kjEqc3xUEMqUnxtq5e/wg\ncBLlzWQDYItqiaIlvwZeyqitGrY/WjdS31rOHhHDa46k1YDlJT0MeFTtQAPYHdgQOIVyUXQ+7Vwc\nAawr6RG2b60dZJZpeTVMk2w/pXaGieomhb8ceHJ56W8v7muGie17KDt9mmJ7r+77vi5wlO3mB7Kk\ngDT1jqodIIafbQNIWtX28d3hb3V72SMW5xuUE8b1KU0z76obZyAtZ4+I4bU/8BrgOMqd9mPrxhnI\nfNv3diuPRiS1toVtPeBmSTdRChkjttODavqtQ7urYZq0sB0ErewckPRRyg6ZnwNvk7SJ7eYbOg8r\nSTuOOXQ7sKakHRvbOvgPUkCaYpnKE4OStB1wHqU7fy6moy+2d5Z0FLA9pYFmM1rOHhHDyfbPWPB+\n8uiaWSbgTElfpVxcHAr8snagQdh+XO0Ms5Ht9SXNofRdvdl2BvdMv94OgjnAs4CnVcwyqE1tbwQg\n6bOU4T0xfVYf83qE8nPTvBSQIup6E7An8DrKft5/rxsnWtFNe3wY5Q9Sa81im80eEcNJ0luBvYFl\ne8dsN7Eaw/Y+kv4NuAD4re3v1s40CEnrU1bgrwncAGxr+8K6qWY+Sc+nfN9vAx4paQfbP6ybambr\n7SDoXCappcblS0uaa3s+pZCRwT3TyPb+vectbx1cmBSQIiqQtKbta4EVgSNGfeoxlO09EeM5BHg3\ncBrwB8py5Fa0nD0ihtd7gVdQ3leaImkFyvnAjcCjJL3Vdktb8A4Gtrd9saSnU97nN6qcaTY4ENjY\n9nWSHgN8E0gBaRpIerjt28ZsS1oDWKFWpgn4OnCWpHOB53SvY5rNxK2DKSBF1LFH93EYC+4A9O4G\nNLGXOqq62vaJAJJOAJ5ROc8gWs4eEcPrSttX1A4xQd8GrmNB8au1lQFzbV8MYPsiSffXDjRL/N32\ndQC2/yjpntqBZrCTgU2BZ1J+V6G0nWhm+qDtT0k6FXgScKTtS2pnmiVm3NbBFJAiKrC9R/d0P9sP\njBqWtFWlSNEASZtQmpXuLunT3eG5wK7AUE8GaTl7RDThLkk/AC6iK8A0NAV3ru031w4xCfdJ2oIy\npnpT4N7KeWaL27vhKz+jfN9vqZxnJrtb0i8pK0l+O+r4qyk9TIdWtwJmbFH6mZkUvsTMuK2DKSBF\n1PUjSR+3vV/3egfgqzUDxVD7C7AapcdHrznffOA/qiXqX8vZI2L4tTwa+X8lPYcHF79aGse+HfBJ\n4GPApZRzmZh+bwb2BT5M+b631I+nNS+jbFk7DHhH5SyDuqx2gFlu7NbBr1XOM2lzRkaaL4JFNKsb\nB3oOZYLGjsCPWxkHGvVIWqO3bL17vbTt+2pm6lfL2SNieEmaB7wdeCxwOnCJ7ZuqhuqTpIspPZB6\nRlpoAC5pmTGHHri73lgBrCmS1lnU52ynj2YslKQNgQ1sHyzpy8CnbF9QO9dMJ0nA0pStg5fNhK2D\nWYEUUddIN31lT+BEZsh4x5h2r+h+ZuZRfmbuAxZ5QjlkWs4eEcPrUEpvkhcD5wPHAptXTdQn2y2N\nAh/NLBhNPbaf49AXwBp22CKOp49mjOdgSpEd4APA0ZStjzG9jrS9MdB84agnBaSIum6HBxrb3Uo5\nAY5YnB2Af6UsXT+BMtWsFS1nj4jhtZbt7bsJNydLel/tQIsj6fO2d5V0DmP6Ytge6r4qALYfXzvD\nbGR7s9oZokn3274UwPaVkubXDjRL3CnpIErBfT6A7cPrRpqcFJAiKrL96lHPj5SU8avRj5tsXy9p\nBdtnSPpQ7UADaDl7RAyveZJWBkYkrUB3oj7kDuget6yaYpIkbU+5GfDQ3rEWtuC1TtJ+lEEUD0y9\ns71GvUQx5K6W9BFK64wNgD9WzjNbnN09rlo1xRRKASmiIkk7AdnOE4O6TdKrKRdKO1F6aLWi5ewR\nMbz2Bc6iNOk/lwZWN9q+sXu6LPBflL//v6GcF7RkF+DlwA21g8wyrwAeZ/vu2kGiCdsAO1O29v4W\nOLBunFnjQ5RpfesAv7H93cp5Ji0FpIi6sp0nJmJ7YC3gfcBelJP3VrScPSKGlO2fSloXWBn4s+2W\npsQcC+xPuVO9MaU3SUvblG6yfXXtELPQnyg3HiMWy/Y9wGdq55iFjgCWp6z8equkF9jeo3KmSUkB\nKaKubOeJiVgPeE43SWM1ul5ajWg5e0QMKUmbA58HbgWWl7Sj7TPqpurbnbZ/0D3/nqQmLi667TAA\ny0g6FbiABVPY9qkWbIaT9FXK93lV4EJJvea8I7a3rpcsIhZifdvP6Z5/VtK5VdNMgRSQIurKdp6Y\niM/R7iSNlrNHxPD6IKU4/eeuOH0SsGHlTP36g6R9gZ8AzwLulfQSANunVU02Po95jCUjA1ci2nGF\npMfbvkrSo4FragearLm1A0TMctsDV1O286xDtvNEfx40SYM2msX2tJw9IobXHbb/DGD7BuDOynkG\nMULZ2rsD8EzgRmArhry5tu1jbB9DKSA9vHv+EuDXdZPNbLZ/avunwIrAC7vnewPL1U0WEQvxXOAy\nSb8Dfg+8WNL1kq6rG2visgIpogJJz7Z9PuVNBcrKo1OBZeqlioa0PEmj5ewRMWRGbaOaJ+m7wM8p\n7y331kvVH0nzbN8P7DT2c7b/ViHSRB1MVpbWsD/wb93zfwd+QDmXjIghMRMnUqaAFFHHC4HzKXcY\nRxsBhnm5egyHlidptJw9IobPwrZRfbtGkAk4Ftiakr3X9HtO97yli44HrSyVlJWlS8Z9tv8EYPs2\nSX+vHSgiHkzS+sBRwJqUSZXb2r6wbqrJmTMy0tKQioiZR9LKwEN7r203vzc2IiIiZoeuqfNVLFhZ\n+gTbb6qbauaT9DlgJRZ83/9ie7e6qSJiNEmnA++2fbGkpwOH2N6odq7JyAqkiIokHUZZjfQnFtx1\nfF7VUBERETHtuguLhd3JHbH9wiWdZxJ6K0tfRlaWLkm7Aa+i9NA83vbJlfNExD+aa/tiANsXZE+3\nhQAACz5JREFUSbq/dqDJSgEpoq6nAWvbzlLAiIiI2WXn7vGDlKlxZ1FWkmxRLdHE3Nd9QBnQk3Oa\nJWMFYCPgycDqks6yfUvlTBHxYPdJ2gI4k9Ibbuj78y1OprBF1HUd5QQgIiIiZhF3gFVtH2/7j7a/\nBTy+drYBHU7p2XQa8M/AF6qmmT2OoowE34cy3enommEiYqG2A95GuUHwFsoE7qZlBVJEBZLOodyh\nezTwO0lXdp8asZ0tbBEREbOIpO2A8yjb2O+qHGdQa9vuTV07SdLZVdPMHivZ/lz3/CJJr6+aJiIW\n5sW239B7IWk3yuTKZqWAFFHHlt3jMsDoUb2PqpAlIiIi6nkTsCfwWuAyykj2liwn6aG275L0EGCp\n2oFmiYdIWs32DZJWJd/3iKEhaSvglcBmkl7QHZ4LrE8KSBExAfcCK1JG+L6F0kB7LnAYpf9BRERE\nzAJdAeAM4M/lpe+sHGlQnwEulnQJsB6lp1NMv32BsyXdRjmn3KFynohY4BTgesqkxMO6Y/OB/6uW\naIqkgBRRx4bAuwBRegdAeVM5tVqiiIiIWOIkfRRYG/g58DZJm9res3KsQVwPPIfSB+kq2zdXzjNb\nrGr7CZJWtn1T7TARsYDtvwBnAGdIeiHl/fEXQPON7lNAiqjA9kmUPgGb2/5+7TwRERFRzaa2NwKQ\n9Fng3Mp5BrV/1wOp+QujxuwIfDnFo4jhJekjwJrAupS2JXsDW1UNNUkpIEXUda2kX1LeWG4AtrV9\nYeVMERERseQsLWmu7fmULe0jtQMNaETStwBTVlNje5+6kWaFZSVdyIO/71vXjRQRY2xse1NJp9s+\nRtIutQNNVgpIEXV9Ftje9sWSng4cAmxUOVNEREQsOV8HzpJ0LmUr2Ncr5xnUUbUDzFLvrR0gIhZr\nnqTlKIX2pYC/1w40WSkgRdQ11/bFALYvknR/7UARERGx5Nj+lKRTgScBR9q+pHamfkjatHt6VdUg\ns4ykt9bOEBF9Owj4FbAKpQfSQXXjTF4KSBF13SdpC+BMYFPKdLaIiIiY4brm2WO3qz1TUitbwHpb\nMdYClgF+CTwD+Cvw/EqZZoN1u8fnAHcDZwP/AixNme4bEUPC9gmSfgQ8EbhyJgwZSAEpoq7tgE8C\nHwMuJSNYIyIiZovLageYDNtbAUj6HvAq2/d3WzS+VzfZzGZ7bwBJp9h+ee+4pNPqpYqIhZH0CmAb\nYLnuNbY3r5tqclJAiqjrXbbfUDtERERELFm2jwGQ9HDgX+kuMBq0+qjn84BH1woyyzxa0iNs3ypp\nJWCl2oEi4h98EtgJ+EvtIFMlBaSIutbt/fGvHSQiIiKqOI2yCrl3LjACHF8vzsCOBH4j6RJgPWC/\nynlmiw8D50u6HViRssohIobLb2yfUTvEVEoBKaKu9YCbJd1EGcE6YnuNypkiIiJiybnNdssX/98A\nvkRpAn6l7Zsq55ktfm/7iZIeDdxsu/npThEz0LclnQP8tnfA9rYV80xaCkgRFdl+XO0MERERUdWp\nknamrEICwPbPKuYZ1InAnykrkc6vnGU2eY+kfwaO6z6ymj1i+OwGfIIZ9Ps5Z2Rk7PCHiFhSJK0P\nHAWsCdwAbGv7wrqpIiIiYkmRdBKwLKO2sNneumKkgUlaF9gW2AT4MXCk7Svrppr5JD0S2Bp4NfAn\n4IiZtl0momWSvje62f1MkBVIEXUdDGxv+2JJTwcOATaqnCkiIiKWnOVtv6h2iEm6DrgSeBbwFOCz\nki60nX5I02tV4J+AlSkr2N4g6a2tb5GJmEHulnQKcCGlvx2296kbaXJSQIqoa67tiwFsXyTp/tqB\nIiIiYom6RNKWPPgC4/K6kfon6XhK0eg44M22r+uOn08aak8bSb8A7gKOAD5g+2/d8VOrBouI0U6u\nHWCqpYAUUdd9krYAzgQ2Be6tnCciIiKWrKd1Hz0jwAsqZZmII2z/cCHHN17iSWaXLwDvpkxjO1AS\ntp9g+6WVc0VEx/YxtTNMtRSQIuraDvgk8DHK0uMd6saJiIiIJcn2ZqNfS1qmVpYJWlbSd4GH9g7Y\nfoHteypmmg12Bjan9NCMiFgiUkCKqGDUyeH1wJuAOXTL1iMiImL2kLQTsAewNOV84D5gnaqhBvMh\nYHdSyFjSbrJ9de0QETG7pIAUUYcpBaPRhaPe8yfUChURERFL3A7A84F9gRMo25Jacovtn9YOMVtI\n+kj3dJmu39EFzJDmvBEx/FJAiqjA9uNrZ4iIiIihcJPt6yWtYPsMSR+qHagfknbsnv5N0uHAr1hQ\nyDi8WrCZz2MeIyKWmBSQIiqStD3lTuPovgFZgRQRETF73Cbp1cBIt51tldqB+rR69/iL7nG17jFb\n8qfRTGzKGxHtSAEpoq5dgJeTvgERERGz1fbAE4H3AXtRzg2Gnu39R7+WtI3tL9bKExER0y8FpIi6\n0gAxIiJiFrN9B3Bh93LPmlkm6S1ACkgRETNYCkgRFaQBYkRERMwwc2oHiIiI6ZUCUkQdaYAYERER\nM8l2tQNERMT0mjMykj53EbVI2hDYwPbBkr4MfMr2BbVzRURERIxH0jn8Y8PsOcCI7edViBQREdMs\nK5Ai6joYeHv3/APA0cCmtcJERERE9GnL2gEiImLJmls7QMQsd7/tSwFsXwnMr5wnIiIioh8v7gaB\n7AzsNOYjIiJmoKxAiqjr6q6h9jnABsAfK+eJiIiI6McfusffAX+vGSQiIpaMFJAi6tqGcuduc+C3\nwIF140REREQsnu1Tu6db2n5J1TAREbFEpIl2RERERERMiKTjgeOAy+m24tu+vGqoiIiYFlmBFBER\nERERE7UKsPuo1yPACypliYiIaZQVSBERERERMWGSVgHWAi63fUvtPBERMT0yhS0iIiIiIiZE0i7A\nWcB7gXMkvblypIiImCYpIEVERERExETtCDzV9muAZwDvqpwnIiKmSQpIERERERExUTcC93fP7wZu\nrpglIiKmUXogRURERETEhEg6DVgDOJuyAmlp4FIA21tXjBYREVMsU9giIiIiImKiPtw9jgBfrhkk\nIiKmVwpIERERERExURcCHwDWAy4HDsgktoiImSk9kCIiIiIiYqKOAq4B3g/8Hji6ZpiIiJg+WYEU\nERERERETtZLtz3XPL5L0+qppIiJi2mQFUkRERERETNRDJK0GIGlVYKnKeSIiYppkBVJEREREREzU\nB4CzJd0OrADsWDlPRERMkzkjIyO1M0RERERERMMkrWz7pto5IiJi+qSAFBEREREREyLpxcDuwHK9\nY7ZfUC9RRERMl2xhi4iIiIiIiToIeDfwh9pBIiJieqWAFBERERERE3WN7R/VDhEREdMvW9giIiIi\nImJCJB0N3ANcCIwA2D68ZqaIiJgeWYEUERERERETdVX3uFr3mLvTEREzVApIERERERExEElr2r4W\n+GrtLBERsWSkgBQREREREYPao/s4jLLqaE53fATIFLaIiBkoPZAiIiIiImLSJD3WdqaxRUTMUCkg\nRURERETEhEjaDbgbeASwDXCK7T3qpoqIiOmQLWwRERERETFRWwH/CpwCPBn4cd04ERExXebWDhAR\nEREREc0aAVYHbrQ9Ajyqcp6IiJgmWYEUERERERETdTrwM2ArSQcBJ1bOExER0yQ9kCIiIiIiYtIk\nLW37vto5IiJieqSAFBERERERA5H0edu7SjqHso2tZ8T2RrVyRUTE9MkWtoiIiIiIGNRSkj4C/H7M\n8dydjoiYoVJAioiIiIiIQZ3bPbpqioiIWGKyhS0iIiIiIiIiIsY1t3aAiIiIiIiIiIgYbikgRURE\nRERERETEuFJAioiIiIiIiIiIcaWAFBERERERERER4/r/K1F9lRGTl/sAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20,7))\n", + "ax1.bar(np.arange(len(avg_cost_top_ten.index)), \n", + " avg_cost_top_ten.values, color=current_palette)\n", + "\n", + "ax1.set_xticks(range(10))\n", + "xticklabels = avg_cost_top_ten.index\n", + "ax1.set_xticklabels(xticklabels, rotation=90)\n", + "ax1.set_title(\"Top Ten most expensive medications\")\n", + "ax1.set_ylabel(\"Average cost per unit\")\n", + "\n", + "ax2.bar(np.arange(len(avg_cost_bottom_ten.index)), \n", + " avg_cost_bottom_ten.values, color=current_palette)\n", + "\n", + "ax2.set_xticks(range(10))\n", + "xticklabels = avg_cost_bottom_ten.index\n", + "ax2.set_xticklabels(xticklabels, rotation=90)\n", + "ax2.set_title(\"Top Ten least expensive medications\")\n", + "ax2.set_ylabel(\"Average cost per unit\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Where are the most prescribed drugs in the ranking of costs?" + ] + }, + { + "cell_type": "code", + "execution_count": 374, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "avg_cost = cs.sort_values(\"unit_cost_wavg\", ascending=False)[\"unit_cost_wavg\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 376, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "avg_cost.index = cs.loc[avg_cost.index, \"drugname_brand\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 377, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "drugname_brand\n", + "remodulin 436.088908\n", + "demser 296.327589\n", + "letairis 252.659636\n", + "chlorothiazide sodium 241.761765\n", + "tyvaso 186.270026\n", + "Name: unit_cost_wavg, dtype: float64" + ] + }, + "execution_count": 377, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "avg_cost.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 368, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['lisinopril', 'atorvastatin calcium', 'amlodipine besylate',\n", + " 'simvastatin', 'furosemide', 'metoprolol tartrate',\n", + " 'losartan potassium', 'metoprolol succinate', 'hydrochlorothiazide',\n", + " 'carvedilol'],\n", + " dtype='object', name='drugname_brand')" + ] + }, + "execution_count": 368, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "claim_count_top_ten.index" + ] + }, + { + "cell_type": "code", + "execution_count": 384, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "idx_all = [np.where(avg_cost.index == idx)[0][0] for idx in claim_count_top_ten.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 387, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[305, 269, 303, 301, 308, 311, 293, 250, 306, 310]" + ] + }, + "execution_count": 387, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx_all" + ] + }, + { + "cell_type": "code", + "execution_count": 388, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "312" + ] + }, + "execution_count": 388, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(avg_cost)" + ] + }, + { + "cell_type": "code", + "execution_count": 401, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 401, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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wmJnk7Gk7FwKjJOnuPUlu093XZwiUAAAAADjMTDLS6NKqel2SCzOETI9O8v6q\n+t4k/z7L5gAAAABYH5OERueO/v1gkn1J/jjJK5J8T5LHL1VUVXNJXprkpCQ3Jjmnu69ctP5Hkjwx\nyf4kv+CMbAAAAAAbx7KhUXfvHY00+sMM09G2Jrlfd79tmdIzkhzb3adV1alJzk/y8CSpqlsl+eEk\nJyc5NsnHq+qt3b1/5XcFAAAAgLWybGhUVc9J8qNJjk7y2SS3TfLBJN++TOnpSS5Jku6+vKpOWVjR\n3Z+tqpNGgdQdkvybwAgAjjy7dk5/Po2L95w1g04AADjQJNPTvj/Jf0ny4iTPTfLNGUYJLWd7kusW\nXd9XVUd1997kP0YwPTXJc5L8xlRdL7Jjx3ErLVW/ger337Qte69b5sYHccIJ27LlmJX3sFHuv/rN\nV7+Ze1fvvetIqd8sfapXv9HqN3Pv6tWr37z1m7n3w6F+KZOERnu6+/qq+liSk7r7D6rq+RPUXZ9k\ncddzC4HRgu5+SVW9Isnbq+oB3f0nk7c+uOaaz01bon4D1s/tuyHbV1B/7bU3ZH7rynvYKPdf/ear\n38y9q/fedSTU79hx3Kr2o179kVq/mXtXr1795q3fzL0fLvVLmSQ0uq6qHp/kQ0n+R1XtSfLVE9Rd\nmmRXkjeMjml0xcKKqqokz0/yfUm+lOFA2fMTbBMAAACAQ2Bugtv8QJL/1N3vSXJVkpcn+dkJ6i5K\n8sWquizJryV5RlWdV1UP6+5O8pEk709yWZLLu/u9K+gfAAAAgBmYZKTRL3X32UnS3T826Ya7ez7J\nuQcs/sSi9c/JcDwjAAAAADaYSUYa3aWqvmbmnQAAAACwYUwy0mg+yaeqqpN8YWFhd3/nzLoCAAAA\nYF1NEhr9xMy7AAAAAGBDWTY06u73VtV9ktw1yWuSnNrd75t5ZwAAy9i1c/fUNRfvOWsGnQAAHH6W\nPaZRVT09yXOTnJfkuCQvr6ofn3VjAAAAAKyfSQ6E/cQkD0pyQ3f/a5J7JnnSLJsCAAAAYH1Nckyj\nfd19U1UtXP9ikn2zawkA4NAwvQ0AYGmTjDR6b1X9SpJtVXVGkjcnedds2wIAAABgPU0SGv3PJP83\nyUeSPCHJ25I4phEAAADAYWyS6WnnJ/nf3f3yWTcDAAAAwMYwSWj0d0leXFUnJLkwyYXdfdVMuwIA\nAABgXS0bGnX3S5K8pKr+S5JHJXlTVX2uu+878+4AADawaQ+k7SDaAMBmMskxjVJVxyd5YJLvyRA0\nvXOWTQH21oFkAAAgAElEQVQAAACwvpYNjarqzUn+Osndk/xcd98lyetn3RgAAAAA62eSkUavTHKH\nJM9IcmJVvTvJX86yKQAAAADW1yQHwv5Ykl9McnaSWyZ5XpL/PsumAACOBI6JBABsZEuGRlV1ZpKn\nJPm2JG9K8vgkr+zu5xyi3gAAAABYJzc30uiNSd6Q5N7dfWWSVNX8IekKAAAAgHV1c6HR3TJMSfuz\nqroqye5lbg8AAADAYWLJA2F398e6+8eS3C7JC5I8IMmtq+qtVfWQQ9UgAAAAAIfesiOHuntvhmMa\nvamqdiR5QpLnJ3nbjHsDAAAAYJ1MNd2su69Jcv7oHwAA68jZ1wCAWVpyehoAAAAARy4HtgYAOEKt\ndqSSkU4AcHgz0ggAAACAMUIjAAAAAMYIjQAAAAAYIzQCAAAAYIzQCAAAAIAxQiMAAAAAxgiNAAAA\nABhz1Ho3AADAkWfXzt1T11y856wZdAIALMVIIwAAAADGGGkEAMCms9qRSkY6AcDyhEYAADAloRMA\nRwLT0wAAAAAYIzQCAAAAYIzpaQAAcIiZ3gbAZmCkEQAAAABjhEYAAAAAjBEaAQAAADBGaAQAAADA\nGAfCBgCATcaBtAE4FIw0AgAAAGCM0AgAAACAMaanAQDAEcb0NgAmYaQRAAAAAGNmNtKoquaSvDTJ\nSUluTHJOd1+5aP0zkjx6dPVt3f2cWfUCAAAAwHRmOdLojCTHdvdpSZ6Z5PyFFVV1pySPTXLvJKcl\n+Z6qutsMewEAAABgCrM8ptHpSS5Jku6+vKpOWbTu00n+a3fvS5KqOjrJF1eykx07jltVk+o3Rv3+\nm7Zl73XT159wwrZsOWblPWyU+69+89Vv5t7Ve+9S771DvfpZ1m+WPtWrV7+x6jdz74dD/VJmGRpt\nT7L4o/S+qjqqu/d295eSfLaqtiR5UZIPd/ffrmQn11zzuVU1qX5j1M/tuyHbV1B/7bU3ZH7rynvY\nKPdf/ear38y9q/fepd57h3r1q62f1YG0d+w4blV9qlevfnPWb+beD5f6pcxyetr1SRbvea679y5c\nqapjk1w4us0Pz7APAAAAAKY0y5FGlybZleQNVXVqkisWVoxGGP1hknd39wtn2AMAALDBzGqkEgBr\na5ah0UVJHlhVlyXZkuTsqjovyZVJtia5f5JbVNWDR7f/qe5+/wz7AQAAAGBCMwuNuns+ybkHLP7E\nosvHzmrfAADA4Wu1I5WMdAKYzCyPaQQAAADAJiU0AgAAAGDMLI9pBAAAcHjZvy9z81cffNVN2zK3\n74aDrpufu12yZessOwNYc0IjAACACc3NX53t15150HV7r0u2L1F3/fEXZX7ribNrDGAGhEYAAACH\nkANxA5uFYxoBAAAAMEZoBAAAAMAY09MAAAA2kWmntx04tW2964HNQ2gEAADAISN0gs3D9DQAAAAA\nxgiNAAAAABgjNAIAAABgjNAIAAAAgDFCIwAAAADGCI0AAAAAGCM0AgAAAGDMUevdAAAAAExi187d\nU9dcvOesGXQCRwYjjQAAAAAYIzQCAAAAYIzQCAAAAIAxQiMAAAAAxgiNAAAAABgjNAIAAABgzFHr\n3QAAAAAcCrt27p665uI9Zw0X9u/L3PzVS95u/03bMrfvhrHl83O3S7ZsnXq/sBEIjQAAAGAZc/NX\nZ/t1Zy65fu91yfaDLL/++Isyv/XE2TUGM2R6GgAAAABjhEYAAAAAjBEaAQAAADDGMY0AAADgEFjV\ngbhhHRhpBAAAAMAYoREAAAAAY4RGAAAAAIxxTCMAAADY6Pbvy9z81Uuvvmlb5vbdMLZ8fu52yZat\ns+yMw5jQCAAAADa4ufmrs/26M5dcv/e6ZPtBll9//EWZ33ri7BrjsGZ6GgAAAABjhEYAAAAAjBEa\nAQAAADBGaAQAAADAGKERAAAAAGOcPQ0AAACOALt27p665uI9Z82gEzYLI40AAAAAGCM0AgAAAGCM\n0AgAAACAMY5pBAAAANy8/fsyN3/10qtv2pa5fTeMLZ+fu12yZessO2OGhEYAAADAzZqbvzrbrztz\nyfV7r0u2H2T59cdflPmtJ86uMWbK9DQAAAAAxsxspFFVzSV5aZKTktyY5JzuvvKA2+xIclmSu3b3\nF2fVCwAAALCObmZ621JT2xLT29bbLKennZHk2O4+rapOTXJ+kocvrKyqByV5QZJbz7AHAAAAYJ3d\n3PS2paa2JV85vW3Xzt1T7/fiPWdNXcOXzXJ62ulJLkmS7r48ySkHrJ9P8t1Jrp1hDwAAAACswCxH\nGm1Pct2i6/uq6qju3psk3f1HSVJVq9rJjh3HqT8M6vfftC17r1vmxgdxwgnbsuWYlfewUe6/+s1X\nv5l7V++9S733DvXq1a+8fjO+92+Ux26z16/3c7/Z97/e/a/V7Q7X+qXMMjS6PsnirucWAqO1dM01\nn1N/GNTP7bthyeGIN+faa2/I/NaV97BR7r/6zVe/mXtX771LvfcO9erVr7x+M773b5THbrPXr/dz\nv9n3v97939wxlU44YVuuvXblx1TaseO4Vb3ONkL9UmYZGl2aZFeSN4yOaXTFDPcFAAAAcFBrcUyl\nI9EsQ6OLkjywqi5LsiXJ2VV1XpIru/vNM9wvAAAAAKs0s9Cou+eTnHvA4k8c5HZ3mFUPAAAAAKzM\nLEcaAQAAABwWdu3cPXXNxXvOmkEnh87cejcAAAAAwMZjpBEAAADALN3M2dv237Qtc/tWfva2WRIa\nAQAAAMzQZj17m+lpAAAAAIwRGgEAAAAwRmgEAAAAwBihEQAAAABjHAgbAAAAYCNbp7OvCY0AAAAA\nNrD1Ovua6WkAAAAAjBEaAQAAADBGaAQAAADAGKERAAAAAGOERgAAAACMERoBAAAAMEZoBAAAAMAY\noREAAAAAY4RGAAAAAIwRGgEAAAAwRmgEAAAAwBihEQAAAABjhEYAAAAAjBEaAQAAADBGaAQAAADA\nGKERAAAAAGOERgAAAACMERoBAAAAMEZoBAAAAMAYoREAAAAAY4RGAAAAAIwRGgEAAAAwRmgEAAAA\nwBihEQAAAABjhEYAAAAAjBEaAQAAADBGaAQAAADAGKERAAAAAGOERgAAAACMERoBAAAAMEZoBAAA\nAMAYoREAAAAAY4RGAAAAAIwRGgEAAAAwRmgEAAAAwBihEQAAAABjjprVhqtqLslLk5yU5MYk53T3\nlYvWPznJU5LsTfLc7n7LrHoBAAAAYDqzHGl0RpJju/u0JM9Mcv7Ciqr6z0meluQ+SR6U5PlVdYsZ\n9gIAAADAFGYZGp2e5JIk6e7Lk5yyaN29klza3Td293VJrkxytxn2AgAAAMAUtuzfv38mG66qVyV5\nY3e/fXT9U0nu1N17q+pxSe7a3T85WndBkgu6+49n0gwAAAAAU5nlSKPrkxy3eF/dvXeJdccl+bcZ\n9gIAAADAFGYZGl2a5CFJUlWnJrli0boPJLlvVR1bVccnuXOSj82wFwAAAACmMMvpaQtnT7tbki1J\nzs4QIl3Z3W8enT3tBzMEV8/r7jfOpBEAAAAApjaz0AgAAACAzWuW09MAAAAA2KSERgAAAACMERoB\nAAAAMEZoxExU1e0OuF7r1Mct12O/sN7W67U/OiPmutXDSlTVb4/+f8p69wIAsJEctd4NHExV7U5y\n0CN0d/djJqj/nqXWdfc7V9HaxKrqLkleluRrk1yY5GPd/ZZDse/VqKrnZ+nH/qcnqL9LktsmeWFV\n/cRo8dYkz09y8hR9rOrxq6r7J/lfSbZW1e8n+WR3v3qCulW9dtbytVdVR3X33kXXv7a7/22K+m9M\n8g1Jrkjyj9098VHvq2prkm9NcuzCsu7+wAR1/5Th9bNltGjh8v7u3jnF/m+b5IVJdiT5P0k+2t1/\nPkX9h5K8I8kbu/tDU9Qds9S67r5p0u2sxFq9dlb62l9Db01y+jrWr6uq2pXkSUlusbCsux8yQd03\nLbWuu/92iv1vTfLEJLdP8icZ3js/O2n9alXVr3b3eSuoW5P3jlU4uapelOSRVXXi4hWT/O5bKyt9\n/lbzuWmtXntrqapu2d3/bz32vVpVtT3JiUn+vrtvmKJupb93V/W5ba1U1XFJfjLJbTK8j3+0u6+c\noG7DvP5W+tyNao9Pcv985fP3hhX0sOLX/mr634xW+9qpqvdn/Gdn4ffOvVfZ3rLW8vfeaj7zszIb\n5b131Mt3JblTkj9P8rfd/cW13seGDI2S/NYq689aYvn+JNN8+VrNh+8XJzk7ySuTvDrJ25NMFRqt\n9MP3ovqVBC+fWGL5pG8+t0zy6CS3zpefh/kkL52wfsFqH79fTHK/JG9M8rwkl462s5zVvnZW/dqr\nqv+cZHuSC6rq8Rl+gcwluSDJvSbcxlOTnJnkhCSvzfCL5KmT1I68LcOX3oUPLvuT/Lflirr7Not6\n2NbdN1TVzu7eM8W+k+QVSc5P8nNJ3pfhPpw6Rf1pSb4ryTlV9ZtJLp/wZ6mz6Jf2aNnC5TtNsf9U\n1X/KV354/NQyJWvyvpWVv/b/wypD22ur6ukZHsv5ZOrAdLX1K+p/DQPfX0nylHz5Z2dSL19i+f4k\n3znldvYkeWCSD2Z431g2tErW7DG487QB92j7a/LesYrf22cmuU+Sh2Z47a3IagPvrPz5W83nprV6\n7a04OFhUv9I/+Kz2j41r8uG/qh6R5GcyfL5+Q1Xt7+7nTli+ot+7Wfpz20Sq6vZLrZvg99Zir8nw\nWe3+GX7nvHp0eTmrev2t9rlftJ3VPHfJ8Hv6b/KVz9/EodFq/+CzBv2nqm6T5OgMn3t2dvf7p6yf\n9nPPwYKTBZMEJ6t973r0ossLn/VukeTGCWpXbQ1/7632M/9q/mCxJsHbSn53rNXP/mhbKwldVvve\nu1aP3fOS3C7JnZPclOSnsvR3ihXbkKFRd783+Y+/2N6zu59VVZck+bUJ688e1d8qyd27+49GP1D/\ne8pWVvzhe9THlaM37Wuq6nNT7jtZ4YfvRaYOXrr7tUlSVed292+NLh+dYaTQsrr7T5P8aVXdd3Q5\no238l2mbX+XjN9/d147qvzhp/aLXzknd/ZGF5aPX4jT1q3ntnZrk6UkqQ3iSDF+e3zHFNh6d5L5J\n3t3dv15VfzFFbZIc292TfNg7qKp6VpLjk/xYkhdX1Qe7+4VT7v/dVfWz3d1VNW1ivm30b2uGDwC3\nnqSou++YJFW1JcntuvvTVXXP7p7q8auql2Z4r9iTL38QudlfAGv4vrWi1/4BVhPa/muGUYULIwun\nDb1WW5+srP+1Cu3+urvfM8XtkyTd/YAkqapjk9y5uz9cVWdk+PA0ja/v7nOq6vTuvriqnjlF7Vo8\nBt+S5F+r6ppR3bSjDFf73rGi39vdfVWSq6rqfd396UX93GbpqoNabeC9oudvNZ+b1vC1l6w8OFiw\n0tB7tX9sXNWH/0WekeH5viTJczO8Bif94r6i37uLPredmuRe3f0bVXVhhtfhJF4/+v/rkhyX5GMZ\nfo4/k+Tbpmjl67r7NVX1uO6+bPR7dJL+V/v6W+1zv2A1z12SXNfdT1zF/lf7B59V9V9VrxnVb0vy\n1Un+LlO8d63kc0/ylcHJtFb72unuT47qn5zkW7r7GVX1ziS/O/o3sar66SQ/keTzmXK00Br83lvt\nZ/5k5d95H738TSaykt8da/Kzv9LQZQ3ee9fqsTu9u+9XVX/S3a+tqh9ao+1+hY1+TKPnJHnJ6PKj\nkvz8lPW7M/wQJsm1mf7L19d397OSfKG7L160rUlcW8OxEbZV1aOTrCT4+ZYkn62qf66qf6qqaUdr\nZJTS7u/ua5JM8+Xx1Kq6sKpOTvKnSa6fctcvqaq7JklVfV+m/9K32sfvytFfDr9u9KH7k1PWv6aq\nzqmqY0YjVZ42Zf2KX3vd/abRL8LHdvcDRv++q7t/bor9L/xsLyTY0/7V5H1V9aCquv3CvynrH97d\nP5Yk3f3IJA+bsv7GqnpQhr+4nZpk2tDomgx/cXtTd9+jux87Zf3Lknz/6PLjqurXp6y/V5I7dfe9\nu/u0af5i8P+5e/O43aey/f+9tzFTsY1FKnEgKg1SSL49Cs2lnjSbKfEYmkjlQYOeiDLFNkUIoUGo\nKEKPIcl4IkPJPG2zZO/fH+da+/rc176Hda71sfd+fsfrtV/3ve99r+vz2de1Pmud6ziP8zhpX7da\n5z5Qv3Yk8utbeIZ1L2Dr4HWbxndeJ3r/26Rrbzf0Z/vgpc+SdKmko/Of4PgTgDel71fBSYcI5k3E\nY87cTQ+MbX4PzGxFM5vHzJY1s+UihFFC69rRsm8DbCPpfknTJD0L/DY4fkEzOx+fe0Z87Wr5/KAt\nbmqde5CIA+BZM7uEWdUDE2G6mT2Ev39PU772LJqIs1XxhEv3TwmuSweAu0f5E8F0M3sGv/8ZQKRE\nqHXfPZjBfN0LKNq30h71ZuA6YBUz2wj//O8MXh9Jq6avywPPBYdXzT8z+0P67K/ClYJfBN6Pl+lE\n0PLZAZwraXtJb81/Kq5fM/e741vuf1W8PPJc/PAcXbuq4h5JX01fT5L0k+6fwLVb164dcKIA4F3A\nZ4PjAT6Cq7NeXLH3te57rTE/1O+dGyXybXtmjR0iCO8dPT7765nZp4DH0z7w8uD42rX3jvTePYer\n1M9OY6P75ryJOJ0hV4xF194izO2k0bNmdh+AmU0j/iYsbGanpfE/wdnzCFqCt63wSfcA8Ib09yhe\nYWbz5uAbX9AjqCZeUrbkX8CVwFFm9t/Ba28O/EjSmen76OY5/P5tGRy/PX5Y/iO+cUYPnusBGwN/\nB+5OQVQErXMP/PM7Ih08j5EUURqdhGe5XynpbODM4LWXwReuU9Kfk4Pjpyv5A8mVatG1ZltcKbIk\nsDvxg/sKuNrkE5LOSyRKBGtZknWb2c7Esq0At9CRaAfROnda5z40rB1JHXUYnin9EL6ZFqN1fELN\n/R+fvhquOrix830EOzHy2Tll/F+fBS+xpPI0s/1xqXYEX8Uz1G8A/gRE1u7m90DSqyRdJOkaSV+W\n9O7A9aF97WglXTbGM44n4genfwbHtxLeezLy89s7OL4lbmqde0AzcVBLek9JX5fF7zv/WbZw/NvT\n182H/kQzwRfJSyaWl3Q4EMn4t+67/zaz6wHM7Fbic395M3ssjX8CiBK+OwHH4PvlaUDUXqF1/h2N\nx2x7ArcDxwbHt3x24EqP9+EExA7E45bWhE/r/T+WyKaFzcuSxvR4HAO1cc8v0tfDcbVL/hNRkbTO\nnecSUYeZPUu5JUcXtwNPVYyD9n2vNeaH+r0zK3NvxuOF7p8QGvaO1me/lXRpXXuPxJVt6+KEZ9SH\n9ED8vL4GXl53SHB8EebK8rQOLktM86U4g31VcPy/JG2EB15rE58EOfheLr3Gf5UONLNHJR3AYAFd\nBFcNRHC+pI+a2d2S1sYfijUC47cC9qCCuEryuhfg0tLvS1rKzCIH78ySLoCTT/8e53dHw05mNlOW\nnzbSr4zz+8P4vpnNrOeVdDzwqcD4j+MZygOBj0r6g5ldHBjfOvfAD8sHApvhrHlkAz8MZ73XwBfu\niC8BgMxsteCYLg4HrpV0DU527h8cv7GZzQzWJe1EjDy4Fw9gVsFNIV8WvP4kSVPM7EFJLyK+Vr4U\nuENSrseO1Ce3zp3WuQ8NawcjZdIHKS6Tbh0PFfdvg/r3vcwsqu7q4h4zixJFIyBpFTO7SdJKeIll\nMVLWTZKWAh62jpl+wdg+3oODafOja107qvfthAfN7BlJi5qXSC8UHL8tnjHMhHdUJv6kmeXP7wHi\nCZemuKll7iVk4mA1nDiIZuy3x4nuPwKPA9uUDErZYXClTFRZiqVSkKS0q4aZ7SFpY+DPwA0Wa4DS\nuu/eIS+zyJ99lPA8T9If8NKUtQmW5wAvS4olACR9hNk7/6aY2Q/S93+Re/wUo/GzA1jEzP4jOKaL\nqrmf0cP9Xylpd+AuSScTf/+r4h4bWEF8Dfi0md0JIC+vvbD04o1z5yxJFwGX4aTnz4PjwWP0a9Le\nBf7/L/XVad33WmN+qNw7zSwntD9qZmP6IhZgZ+r3jqZnnwHpshROuhTZ4XTQuvYuaGZ5zp0pKUq4\nX4qLHV4J3MYgidIr5nbSaCectRfw0ySXi2BrPHg7GLieoFRuKPh+wGLdpw4FNsGlzcW1vUPYGzg7\nbeJvwMmDkmt3Jc1dA+oIcXWxmR2aXm8D4NuF4zJ+ii/+V6SH94+47HVcSNoK/9xWk5RraSfji/GE\npJGkz+EL3xKSsoHkJPzzj+AduFxxmtyQ8ARin1/T3Et4xMxOkvQOM/tGmgfjQh0TbeCTwNX45nke\nhSbaCdekLPlVpIyLBbqHmdlUST/HTeVuMbMHS8ZJ2hyX5W4oKZsYTgbWJEYa3YgHGz8DvhG594T/\nBq6Q9DAu0f1ccHyLAV3V3Olx7reS3q0y6erxPa192xAvCeziqRTsdp+dSBeN/8JNTJfBA49QtlrS\nhxl4ee0v6btm9j+R16DxPbAGP7rataM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8M/qvjzu+Fn2sfaumP1t3fpb3ggmVrrVyY2vz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ub2vddLohZKnKaqsJVSi1lZPak56TOexqu0CotJJ07GJ26Hl60OrTP2WU33qz7qJlwfTNVxI5J2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\nU6Rs5wb1LAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots(1, 1, figsize=(20,7))\n", + "barlist = ax1.bar(np.arange(len(avg_cost.index)), \n", + " avg_cost.values, color=current_palette[0])\n", + "\n", + "for idx in idx_all:\n", + " barlist[idx].set_color(current_palette[-1])\n", + "\n", + " \n", + "ax1.set_xticks(range(len(avg_cost)))\n", + "ax1.set_xticklabels(avg_cost.index, rotation=90)\n", + "ax1.set_xlim(len(avg_cost)-70, len(avg_cost))\n", + "\n", + "ax1.set_ylim(0,0.7)\n", + "ax1.set_title(\"Cardiovascular Medication, least expensive medications\")\n", + "ax1.set_ylabel(\"Average cost per unit\")" + ] + }, + { + "cell_type": "code", + "execution_count": 402, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Unnamed: 0', 'drugname_brand', 'drugname_generic', 'claim_count',\n", + " 'total_spending', 'user_count', 'total_spending_per_user', 'unit_count',\n", + " 'unit_cost_wavg', 'user_count_non_lowincome',\n", + " 'out_of_pocket_avg_non_lowincome', 'user_count_lowincome',\n", + " 'out_of_pocket_avg_lowincome', 'drug_major_class', 'drug_class',\n", + " 'dmc_name', 'dc_name'],\n", + " dtype='object')" + ] + }, + "execution_count": 402, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partd.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "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": "3.5.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}