From 8debb413139ec81dcb0a1335b6362c9327dca3cf Mon Sep 17 00:00:00 2001 From: bebatut Date: Sat, 3 Aug 2024 23:04:25 +0200 Subject: [PATCH] Add result notebooks --- .github/workflows/deploy-book.yml | 2 +- _config.yml | 2 +- _toc.yml | 15 +- data/country_alpha_2_continent.csv | 246 ++ .../naturalearth_lowres.cpg | 1 + .../naturalearth_lowres.dbf | Bin 0 -> 531808 bytes .../naturalearth_lowres.prj | 1 + .../naturalearth_lowres.shp | Bin 0 -> 180924 bytes .../naturalearth_lowres.shx | Bin 0 -> 1516 bytes .../ne_110m_admin_0_countries.README.html | 547 +++ .../ne_110m_admin_0_countries.VERSION.txt | 1 + data/openseeds/honorarium.csv | 95 + data/openseeds/microgrants.csv | 292 ++ ...bal_community-based_training_program.ipynb | 2010 +++++++++ ...verview_microgrant_honoraria_process.ipynb | 3588 +++++++++++++++++ results/process_feedback.ipynb | 3517 ++++++++++++++++ .../training_materials_video_library.ipynb | 1024 +++++ 17 files changed, 11334 insertions(+), 7 deletions(-) create mode 100644 data/country_alpha_2_continent.csv create mode 100644 data/naturalearth_lowres/naturalearth_lowres.cpg create mode 100755 data/naturalearth_lowres/naturalearth_lowres.dbf create mode 100755 data/naturalearth_lowres/naturalearth_lowres.prj create mode 100755 data/naturalearth_lowres/naturalearth_lowres.shp create mode 100755 data/naturalearth_lowres/naturalearth_lowres.shx create mode 100644 data/naturalearth_lowres/ne_110m_admin_0_countries.README.html create mode 100644 data/naturalearth_lowres/ne_110m_admin_0_countries.VERSION.txt create mode 100644 data/openseeds/honorarium.csv create mode 100644 data/openseeds/microgrants.csv create mode 100644 results/global_community-based_training_program.ipynb create mode 100644 results/overview_microgrant_honoraria_process.ipynb create mode 100644 results/process_feedback.ipynb create mode 100644 results/training_materials_video_library.ipynb diff --git a/.github/workflows/deploy-book.yml b/.github/workflows/deploy-book.yml index e552a35..61f03c9 100644 --- a/.github/workflows/deploy-book.yml +++ b/.github/workflows/deploy-book.yml @@ -17,7 +17,7 @@ jobs: with: # channels: conda-forge,defaults # channel-priority: true - activate-environment: ols-stats + activate-environment: open-seeds-paper-2024 environment-file: environment.yml - shell: bash -el {0} run: | diff --git a/_config.yml b/_config.yml index 92bac0b..e17b933 100644 --- a/_config.yml +++ b/_config.yml @@ -5,7 +5,7 @@ title: "Open Seeds: An inclusive training and mentoring program for Open Science author: OLS community logo: assets/images/ols-logo.png -exclude_patterns: [_build, Thumbs.db, .DS_Store, "**.ipynb_checkpoints", results, README.md] +exclude_patterns: [_build, Thumbs.db, .DS_Store, "**.ipynb_checkpoints", README.md] # Force re-execution of notebooks on each build. # See https://jupyterbook.org/content/execute.html diff --git a/_toc.yml b/_toc.yml index 266edea..0fbd14d 100644 --- a/_toc.yml +++ b/_toc.yml @@ -4,11 +4,16 @@ format: jb-book root: index parts: + - caption: Results + chapters: + - file: results/global_community-based_training_program + - file: results/training_materials_video_library + - file: results/overview_microgrant_honoraria_process - caption: Supplementary Data chapters: - - file: supplementary/supplementary-data-1-application-template.md - - file: supplementary/supplementary-data-2-review-rubric.md - - file: supplementary/supplementary-data-3-mid-term-participant-survey.md - - file: supplementary/supplementary-data-4-post-cohort-participant-survey.md - - file: supplementary/supplementary-data-5-post-cohort-mentor-survey.md + - file: supplementary/supplementary-data-1-application-template + - file: supplementary/supplementary-data-2-review-rubric + - file: supplementary/supplementary-data-3-mid-term-participant-survey + - file: supplementary/supplementary-data-4-post-cohort-participant-survey + - file: supplementary/supplementary-data-5-post-cohort-mentor-survey diff --git a/data/country_alpha_2_continent.csv b/data/country_alpha_2_continent.csv new file mode 100644 index 0000000..e4fb9d8 --- /dev/null +++ b/data/country_alpha_2_continent.csv @@ -0,0 +1,246 @@ +Country,Continent +"AB","Asia" +"AD","Europe" +"AE","Asia" +"AF","Asia" +"AG","North America" +"AI","North America" +"AL","Europe" +"AM","Asia" +"AO","Africa" +"AR","South America" +"AS","Oceania" +"AT","Europe" +"AU","Oceania" +"AW","North America" +"AX","Europe" +"AZ","Asia" +"BA","Europe" +"BB","North America" +"BD","Asia" +"BE","Europe" +"BF","Africa" +"BG","Europe" +"BH","Asia" +"BI","Africa" +"BJ","Africa" +"BL","North America" +"BM","North America" +"BN","Asia" +"BO","South America" +"BQ","North America" +"BR","South America" +"BS","North America" +"BT","Asia" +"BV","Antarctica" +"BW","Africa" +"BY","Europe" +"BZ","North America" +"CA","North America" +"CC","Asia" +"CD","Africa" +"CF","Africa" +"CG","Africa" +"CH","Europe" +"CI","Africa" +"CK","Oceania" +"CL","South America" +"CM","Africa" +"CN","Asia" +"CO","South America" +"CR","North America" +"CU","North America" +"CV","Africa" +"CW","North America" +"CX","Asia" +"CY","Asia" +"CZ","Europe" +"DE","Europe" +"DJ","Africa" +"DK","Europe" +"DM","North America" +"DO","North America" +"DZ","Africa" +"EC","South America" +"EE","Europe" +"EG","Africa" +"ER","Africa" +"ES","Europe" +"ET","Africa" +"FI","Europe" +"FJ","Oceania" +"FK","South America" +"FM","Oceania" +"FO","Europe" +"FR","Europe" +"GA","Africa" +"GB","Europe" +"GD","North America" +"GE","Asia" +"GF","South America" +"GG","Europe" +"GH","Africa" +"GI","Europe" +"GL","North America" +"GM","Africa" +"GN","Africa" +"GP","North America" +"GQ","Africa" +"GR","Europe" +"GS","South America" +"GT","North America" +"GU","Oceania" +"GW","Africa" +"GY","South America" +"HK","Asia" +"HM","Antarctica" +"HN","North America" +"HR","Europe" +"HT","North America" +"HU","Europe" +"ID","Asia" +"IE","Europe" +"IL","Asia" +"IM","Europe" +"IN","Asia" +"IO","Asia" +"IQ","Asia" +"IR","Asia" +"IS","Europe" +"IT","Europe" +"JE","Europe" +"JM","North America" +"JO","Asia" +"JP","Asia" +"KE","Africa" +"KG","Asia" +"KH","Asia" +"KI","Oceania" +"KM","Africa" +"KN","North America" +"KP","Asia" +"KR","Asia" +"KW","Asia" +"KY","North America" +"KZ","Asia" +"LA","Asia" +"LB","Asia" +"LC","North America" +"LI","Europe" +"LK","Asia" +"LR","Africa" +"LS","Africa" +"LT","Europe" +"LU","Europe" +"LV","Europe" +"LY","Africa" +"MA","Africa" +"MC","Europe" +"MD","Europe" +"ME","Europe" +"MF","North America" +"MG","Africa" +"MH","Oceania" +"MK","Europe" +"ML","Africa" +"MM","Asia" +"MN","Asia" +"MO","Asia" +"MP","Oceania" +"MQ","North America" +"MR","Africa" +"MS","North America" +"MT","Europe" +"MU","Africa" +"MV","Asia" +"MW","Africa" +"MX","North America" +"MY","Asia" +"MZ","Africa" +"NA","Africa" +"NC","Oceania" +"NE","Africa" +"NF","Oceania" +"NG","Africa" +"NI","North America" +"NL","Europe" +"NO","Europe" +"NP","Asia" +"NR","Oceania" +"NU","Oceania" +"NZ","Oceania" +"OM","Asia" +"OS","Asia" +"PA","North America" +"PE","South America" +"PF","Oceania" +"PG","Oceania" +"PH","Asia" +"PK","Asia" +"PL","Europe" +"PM","North America" +"PR","North America" +"PS","Asia" +"PT","Europe" +"PW","Oceania" +"PY","South America" +"QA","Asia" +"RE","Africa" +"RO","Europe" +"RS","Europe" +"RU","Europe" +"RW","Africa" +"SA","Asia" +"SB","Oceania" +"SC","Africa" +"SD","Africa" +"SE","Europe" +"SG","Asia" +"SH","Africa" +"SI","Europe" +"SJ","Europe" +"SK","Europe" +"SL","Africa" +"SM","Europe" +"SN","Africa" +"SO","Africa" +"SR","South America" +"SS","Africa" +"ST","Africa" +"SV","North America" +"SY","Asia" +"SZ","Africa" +"TC","North America" +"TD","Africa" +"TG","Africa" +"TH","Asia" +"TJ","Asia" +"TK","Oceania" +"TM","Asia" +"TN","Africa" +"TO","Oceania" +"TP","Asia" +"TR","Asia" +"TT","North America" +"TV","Oceania" +"TW","Asia" +"TZ","Africa" +"UA","Europe" +"UG","Africa" +"US","North America" +"UY","South America" +"UZ","Asia" +"VC","North America" 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N-SSli8jap;$vaDp3*=dz@-9Gg#Iv>t;e*gFTe?QNG`33yv zCv|2r2WI^1%hdIs`K=k%YUqX32kI>3^ufh* zVD>l^%FFY#wLw{jaRX5PsIj}@nqrt~%8j%2Pr%J7*#)=sNbB7ChVf~*Z7Si?Mdr1` z9V6;VxbtI^`(as=R98L$7utJGoJ-%DY56d$tut>79;$%c>)??_?X}Vz>S6tT_H$p4 zty6E5-?}05o?M~shYdxLXWZsy`#M*{R_ht}RGim(jZ3um!qfH(>Sq=wy6I;*4$Z^X z(f@3#x*VSSG||s*u}&6R8njo#i=*0|sa1b!J-ig_l*0BJ?X@!Q*EwGHe8KtJcFHuo z;_hPpt8tEv@LFHOo#w|m+xM!MLr0$ZFSJg^}wD@NnF=z{Y~(? z@u>>vwqEpitC@l~$K-&fuB853XN{W)`wGWk$h9LP=l2Ruuxd(h`4?&Dxawt3a+*yoe-r2nCtwD-WFDd~Iz z`(-U0F8zm%#yjU=i}X&0=4toLL%U=)(n-ae_zU_zZr!`Iu5tA%f-WjTCTCI>vSI^Nq4 z8#uS;AJ@rV_{scu&!@J?jIKPNKV84XeXCEuAk*;caajy!PU)P2-zL=7``!DD^G;tN z?K2(kPyI)${z>?&L7j!O?jj5lsBn%Oe7(17A0gyCsJ)($JDlhld*yOMo^!ajkQeW< zg^<6*xKdXf<9i4NMcOmcokgBkqP>D}zUN9UAQZMieg~n*Jm1$)WS#sSgcAFEZ=uBh zfz%1YrH$%Q!kk!F&P}U(<)7+Jgn7;#=bT^VUbYbyc>YuY;R^j!6Rxb5orJPn + + + + + +Natural Earth » Blog Archive » Admin 0 – Countries - Free vector and raster map data at 1:10m, 1:50m, and 1:110m scales + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

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Admin 0 – Countries

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There are 258 countries in the world. Greenland as separate from Denmark. Most users will want this file instead of sovereign states, though some users will want map units instead when needing to distinguish overseas regions of France.
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Natural Earth shows de facto boundaries by default according to who controls the territory, versus de jure.

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+ Download countries (210.08 KB) version 5.1.1 +
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+ Download without boundary lakes (212.3 KB) version 5.1.1 +
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About

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Countries distinguish between metropolitan (homeland) and independent and semi-independent portions of sovereign states. If you want to see the dependent overseas regions broken out (like in ISO codes, see France for example), use map units instead.

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Each country is coded with a world region that roughly follows the United Nations setup.

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Includes some thematic data from the United Nations, U.S. Central Intelligence Agency, and elsewhere.

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Disclaimer

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Natural Earth Vector draws boundaries of countries according to defacto status. We show who actually controls the situation on the ground. Please feel free to mashup our disputed areas (link) theme to match your particular political outlook.

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Known Problems

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None.

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Version History

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The master changelog is available on Github »

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+ + This entry was posted + on Monday, September 21st, 2009 at 10:21 am and is filed under 110m-cultural-vectors. + You can follow any responses to this entry through the RSS 2.0 feed. + + Both comments and pings are currently closed. + + + +

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  1. +
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    + Getting rasters into shape from R | John Baumgartner's blog says:
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    + July 26, 2012 at 11:32 pm +
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    […] earlier. It’s the result of a conversion of a polygon shapefile of country boundaries (from Natural Earth, a fantastic, public domain, physical/cultural spatial data source) to a raster data […]

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    2. +
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    + jQUERY e Mappe: jVectorMap | SimPoli says:
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    + February 28, 2013 at 5:42 am +
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    […] Le mappe sono scaricate da https://www.naturalearthdata.com […]

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    3. +
  3. +
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    + SimPoli » jQUERY e Mappe: jVectorMap says:
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    + March 13, 2013 at 2:52 am +
    + +

    […] Le mappe sono scaricate da https://www.naturalearthdata.com […]

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    4. +
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+ + + + + + + + + + \ No newline at end of file diff --git a/data/naturalearth_lowres/ne_110m_admin_0_countries.VERSION.txt b/data/naturalearth_lowres/ne_110m_admin_0_countries.VERSION.txt new file mode 100644 index 0000000..d7445e2 --- /dev/null +++ b/data/naturalearth_lowres/ne_110m_admin_0_countries.VERSION.txt @@ -0,0 +1 @@ +5.1.1 diff --git a/data/openseeds/honorarium.csv b/data/openseeds/honorarium.csv new file mode 100644 index 0000000..5b9ef61 --- /dev/null +++ b/data/openseeds/honorarium.csv @@ -0,0 +1,95 @@ +"Case ID","Honorarium administration: Cohort","Honorarium administration: Role","Honorarium administration: Final cost","Contact: " +258,OLS-7,mentor,"311.64 GBP", +317,OLS-8,Speaker,"203.57 GBP", +323,OLS-8,Facilitator,"62.33 GBP",Egypt +327,OLS-8,speaker,0,Canada +77,OLS-6,speaker,"250 USD","United States" +333,OLS-8,speaker,, +334,OLS-8,speaker,"250 USD", +79,OLS-6,Speaker,206.65, +335,OLS-8,Speaker,"199.10 GBP", +336,OLS-8,Speaker,"250 USD", +81,OLS-6,Speaker,"234.55 EUR",Cameroon +82,OLS-6,speaker,"205.87 GBP",Canada +83,OLS-6,"facilitator role (transcript check - week 2 and 3 cohort calls)","122.02 GBP",Spain +339,OLS-8,Speaker,"200.96 GBP", +341,OLS-8,Speaker,"198.75 GBP","Hong Kong" +343,OLS-8,Speaker,0, +89,OLS-6,Speaker,"202.66 GBP",Ireland +345,OLS-8,speaker,"225.48 USD",Chile +347,OLS-8,speaker,"199.27 GBP", +94,OLS-6,"facilitator (co-host a session)","40.68 GBP",Spain +351,OLS-7,Mentor,"403.81 GBP",Cameroon +352,OLS-7,Facilitator,"187.50 GBP",Cameroon +353,OLS-7,Mentor,"395.49 GBP",Argentina +354,OLS-7,Facilitator,"307.17 GBP",Argentina +355,OLS-7,Mentor,"414.95 GBP",Cameroon +356,OLS-8,"Speaker (Expert talk)","211.18 GBP",Cameroon +357,OLS-7,mentor,"500 USD",Argentina +358,OLS-7,mentor,0,Argentina +359,OLS-7,mentor,"397.82 GBP",Colombia +360,OLS-7,Mentor,"394.81 GBP",Canada +361,OLS-8,Speaker,"198.96 GBP",Spain +362,OLS-7,Mentor,"457.64 EUR",Netherlands +363,OLS-7,Mentor,"395.94 GBP",India +364,OLS-7,Mentor,"195.70 GBP","United Kingdom" +366,OLS-7,Mentor,"383.99 GBP","United Kingdom" +367,OLS-8,"Call Facilitator",,"United Kingdom" +368,OLS-7,"Mentor and expert","393.59 GBP",Canada +370,OLS-7,Mentor,"458.74 EUR",Netherlands +371,OLS-7,Mentor,"398.43 GBP",Kenya +372,OLS-8,Facilitator,"75 USD",Nigeria +373,OLS-7,"co-facilitator, transcriber","150 USD",Ireland +374,OLS-7,Mentor,"457.92 EUR",Ireland +375,OLS-7,Mentor,"456.58 EUR",Switzerland +376,OLS-7,mentor,"394.76 GBP",Kenya +377,OLS-8,"facilitator; transcription check","94.53 GBP",Kenya +378,OLS-7,mentor,"397.71 GBP",Kenya +379,OLS-7,Mentor,"389.08 GBP",Kenya +380,OLS-7,Facilitator,"156.17 GBP",Kenya +381,OLS-8,Facilitator,"240.97 GBP",Kenya +382,OLS-8,Facilitator,"373.05 GBP",Cameroon +383,OLS-6,Mentor,"392.80 GBP",Kenya +385,OLS-8,Facilitator,"201.35 GBP",Kenya +386,OLS-7,Mentor,"500 USD", +388,OLS-8,Facilitator,"68.46 EUR",France +389,OLS-7,Mentor,"457.44 EUR",Germany +390,OLS-7,Mentor,"500 USD","United States" +391,OLS-8,Speaker,"233.74 EUR",France +392,OLS-8,Facilitator,"59.92 GBP",Nigeria +393,OLS-8,"Video Facilitator",,Uganda +394,OLS-7,Mentor,"503.66 USD",Chile +395,OLS-7,Mentor,"457.44 EUR",Ireland +396,OLS-8,"Call facilitator","61 GBP",Nigeria +397,OLS-7,Mentor,0, +399,OLS-8,speaker,0,Canada +400,OLS-8,speaker,"251.77 USD",Canada +401,OLS-8,Speaker,"197.84 GBP", +146,OLS-6,"Facilitator (co-hosted 2 meetings and Transcription of the three (3) graduation videos","251.68 GBP",Kenya +147,OLS-6,"Transcription of the videos, preparing guideline for the transcription","448.41 GBP",Canada +148,OLS-6,"Facilitator and Speaker","370.58 GBP",Spain +149,OLS-6,speaker,"206.02 GBP",Germany +153,OLS-6,"Facilitator - transcription check",189.14GBP,"South Africa" +177,OLS-7,Speaker,"201.46 GBP",Nigeria +193,OLS-7,Speaker,"253.62 USD", +194,OLS-7,Speaker,"198.08 GBP","United Kingdom" +195,OLS-7,Speaker,"253.58 USD", +196,OLS-7,Speaker,"250.39 USD",Argentina +197,OLS-7,Speaker,"229.91 EUR",Germany +200,OLS-7,Speaker,"202.20 GBP", +202,OLS-7,speaker,"202.83 GBP",India +206,OLS-7,Speaker,"203.62 GBP",Australia +215,OLS-7,"speaker for Open Data","250 USD",Netherlands +216,OLS-7,"Ally Skills workshop facilitator","100 USD",Netherlands +218,OLS-7,speaker,"250 USD","United States" +219,OLS-7,Speaker,"200.94 GBP",Nigeria +220,OLS-7,Facilitator,"59.63 GBP",Nigeria +222,OLS-7,facilitator,"81.99 GBP",Kenya +223,OLS-7,facilitator,"61.71 GBP",Kenya +224,OLS-7,"transcription check","52.32 GBP",Kenya +225,OLS-7,Speaker,"250.39 USD","United States" +226,OLS-7,Facilitator,"121.37 GBP", +227,OLS-7,Facilitator,"69.41 EUR",France +228,OLS-6,Mentor,"416.98 GBP",Germany +239,OLS-7,Mentor,"458.07 EUR",Germany +248,OLS-7,Mentor,396.39, diff --git a/data/openseeds/microgrants.csv b/data/openseeds/microgrants.csv new file mode 100644 index 0000000..203f22c --- /dev/null +++ b/data/openseeds/microgrants.csv @@ -0,0 +1,292 @@ +"Case ID","Contact: ","Microgrant request: Cohort","Microgrant request: Final cost (incl currency)","Microgrant request: Requested items" +78,Nigeria,OLS-6,"75 GBP","A month internet: 48,900 naira +Book nuclear for life: 39,999 naira  +" +217,Colombia,OLS-7,"101.37 GBP","A microphone to improve the audio in my virtual meetings (Linux doesn't get on well with my PC's audio hardware). This is available for delivery in Colombia https://www.amazon.com/dp/B07QKQJL17?tag=georiot-us-default-20&th=1&ascsubtag=pcg-row-5438070539143454000-20&geniuslink=true" +221,Switzerland,OLS-6,"452.99 GBP","Through the OLS microgrant, we would like to support our marketing and merchandising expenses - including swag for the OpSciHack event. Here are a few expenses we would like covered through this microgrant: + +1. Stickers - https://www.vistaprint.ch/etiketten-aufkleber/personalisierte-etiketten-aufkleber/separate-aufkleber - 250 stk, CHF100.79 +2. Notepads- https://www.vistaprint.ch/einladungen-und-schreibwaren/notizblocke - 30 stk, CHF212.00 +3. Pens - https://www.vistaprint.ch/werbeartikel/schreib-und-burobedarf/personalisierte-kugelschreiber/premium-kugelschreiber 50 stk, CHF131.52 +4. Flyers ETH print shop https://www.print-publish.ethz.ch/office/flyers/einfacher-flyer-mit-eigener-formateingabe.html 30 stk, CHF 6.10 +5. Twitter campaign - CHF 50.00 +Total CHF500.41" +1,"United Kingdom",OLS-6,, +2,India,OLS-6,"44.98 GBP","headset https://www.boat-lifestyle.com/products/airdopes-601-anc Airpods 601-anc" +3,Netherlands,OLS-6,"22.91 GBP","webcam (from OLS-6 form). Webcam 1080p with Microphone and Webcam Cover, Tripod, Plug & Play with Automatic Light Correction for Laptop PC, Desktop for Live Streaming Video Call, Conference, Online Education, Game. Brand: NIVEOLI https://www.amazon.nl/Webcam-webcamafdekking-automatische-lichtcorrectie-videogesprekken/dp/B08P5RC39C" +4,Kenya,OLS-6,"345 GBP","1. Internet bundles - $33 + +2. Headset - $45 (https://www.mobilehub.co.ke/product/jbl-tune-500bt-wireless-headphones/) + +3. Childcare - $42 + +5. Webcam - $58 (https ://www.mobilehub.co.ke/product/logitech-c270/)" +5,Nigeria,OLS-6,"1020 GBP","Battery, power inverter+charger, data plan, headset, laptop" +6,Kenya,OLS-6,"92 GBP","Link to headset: https://www.mobilehub.co.ke/product/jbl-live-400bt-headphones-wireless-on-ear-headphones/ +Link to Internet: https://zuku.co.ke/triple-play/ " +7,Spain,OLS-6,"50 EUR","I would expect something between 20 and max 50 USD for total (1 to 2 hours) for the childcare. " +8,Kenya,OLS-6,"354 GBP","webcam +headphones +internet +childcare " +10,"United Kingdom",OLS-6,"30.57 GBP","Logitech Signature M650 Wireless Mouse: https://www.amazon.in/dp/B09QWY7JYK?ref_=cm_sw_r_cp_ud_dp_2BQ77ZQEVZ37JDWXN7PB " +11,Cameroon,OLS-6,"122 gbp + 83.41 EUR","Internet bundle ~16eur / month +modem 70 eur" +32,"United Kingdom",OLS-6,"26.99 GBP",Microphone +121,Ghana,OLS-7,, +122,"United Kingdom",OLS-7,"37.48 GBP","Webcam: https://www.amazon.co.uk/dp/B08T9GHKJX/ref=syn_sd_onsite_desktop_0?ie=UTF8&psc=1&pd_rd_plhdr=t; +zoom with otter.ai" +123,Cameroon,OLS-7,87.42GBP,"headset: https://glotelho.cm/en/wireless-headset-lenovo-hd100-bluetooth-v5-0-500mah.html (30,000 fcfa) +high speed internet: https://www.orange.cm/fr/internet-giga/offres-et-services-internet/forfaits-giga-data-30-jours.html (10000 fcfa/ mo - 40000 fcfa)" +124,Nigeria,OLS-7,"67.40 + 349.94 GBP","Backup batteries, webcam, headset, Mobile data top-ups + +Internet: https://www.mtn.ng/personal/data/data-plans/ (10,000ngn /mo -> 18GBP/mo) + +Webcam: https://www.jumia.com.ng/generic-usb-full-hd-1080p-video-camera-auto-focusing-webcam-63958263.html (9800 ngn -> 18 GBP) + +headphone + microphone: https://www.jumia.com.ng/generic-3.5mm-wired-gaming-and-microphone-headphone-for-xbox-one-ps4-71474930.html (6941 ngn -> 12.5 gbp) + +Battery: https://www.konga.com/product/solar-generator-with-inbuilt-lithium-battery-1000w-5801801 (240,000ngn = 433.05 GBP)" +125,Cameroon,OLS-7,"380.40 GBP","Data subscription: 21500 fcfa/ mo (86000 fcfa/115.63GBP for 4 mo) + +Modem: https://glotelho.cm/en/flybox-olax-ax6-pro-modem-4g-lte-300mbps-double-sim-4000-mah-6-mois.html (33900 fcfa/ 45.79GBP) + +Headset-https://glotelho.cm/en/telephones-tablettes/wired-headset-logitech-h111-with-noise-canceling-mic-for-customer-service-6-month-warranty.html (19999fcfa/27.01GBP) + +Mouse- https://glotelho.cm/en/wireless-mouse-premax.html (3500 fcfa/ 4.73gbp) + +Keyboard - https://glotelho.cm/en/hp-k500f-wired-rgb-lighted-qwerty-keyboard-06-months-warranty.html (29900 fcfa / 40.37GBP) + +Webcam- https://glotelho.cm/en/logitech-webcam-c270-hd-720p-compatible-facebook-skype-msn.html (67200 fcfa / 90.77GBP) + +Powerbank (50000 MAh) - 38000 fcfa." +126,Argentina,OLS-7,,"microphone or a wired headsets (with a dedicated microphone). And if it´s possible a mobile data top-ups too" +127,Egypt,OLS-7,"7.28GBP + 7.98 GBP + 4.02 GBP + 12.97 EUR","Internet subscription: https://web.vodafone.com.eg/en/mobile-internet-bundles?c_id=DACW0037&c_content=Website&c_medium=PPC&c_name=PureBrandEN&c_source=Search&c_term=InternetBundlesExtEN&c_type=Anonymous&c_phase=awareness&c_date=1218&gclid=CjwKCAiA0cyfBhBREiwAAtStHEL5GAk3VKkqJWFUCvVhzhho_Rm4a7Q-01Y8Cmr9MM1wqpTmbFT4kRoCsy4QAvD_BwE (Doaa quoted initially at 65LE /mo but didn't realize it was 95 LE /mo when tax is included -> we're topping this up to 95*4 LE) + +headphones: https://www.amazon.eg/-/en/dp/B091J7JWT4?psc=1&smid=A239XCWS8NYATG&ref_=chk_typ_imgToDp + +(2023/5/26) microphone top up: https://www.amazon.eg/-/en/Microphone-Omnidirectional-Condenser-Camcorder-Interview/dp/B07QZ32QZ4/ref=asc_df_B07QZ32QZ4/?tag=egoshpadsp-21&linkCode=df0&hvadid=545257881359&hvpos=&hvnetw=g&hvrand=10410682899582455131&hvpone=&hvptwo=&hvqmt=&hvdev=m&hvdvcmdl=&hvlocint=&hvlocphy=9073641&hvtargid=pla-928488088499&psc=1" +128,Germany,OLS-7,,"noice cancelling headphones" +129,Uganda,OLS-7,209.49GBP,"Webcam: https://www.jumia.ug/generic-rotatable-1080p-full-hd-webcam-digital-usb-2.0-camera-cam-for-pc-21005764.html (108003 UGX/ 24.15GBP) +Router: https://www.jumia.ug/dlink-dwr-m960-4g-dual-band-2.4ghz-5ghz-ac1200-lte-router-for-all-networks-black-53797127.html ( 298,500/ 66.74 GBP) +headphones: https://www.jumia.ug/generic-3.5mm-plug-jack-mic-headphone-microphone-compatible-with-razer-black-shark-v2v2-prov2-se-wireless-gaming-headsets-40204649.html (84900 ugx / 19GBP) +Office chair: https://www.jumia.ug/simple-office-chair-mesh-black-generic-mpg86612.html (480979 ugx / 107.54 GBP) +Internet bundle: 100,000 ugx / mo (22.36 GBP/mo) for 4mo +Withdrawal fees for mobile money: 15000 ugx (" +130,Chile,OLS-7,65.78GBP,"High quality wireless headphones. The cost in Amazon is approximately US$60. The link to the item is the following https://www.amazon.com/-/es/Auriculares-est%C3%A9reo-aislamiento-inal%C3%A1mbricos-ligeros/dp/B00X85DZNI/ref=sr_1_1?__mk_es_US=%C3%85M%C3%85" +131,Brazil,OLS-7,113.76GBP,"Webcam: https://www.mercadolivre.com.br/cmera-web-logitech-c922-pro-full-hd-30fps-cor-preto/p/MLB18931397?pdp_filters=category:MLB73364#searchVariation=MLB18931397&position=1&search_layout=grid&type=product&tracking_id=a8714dd9-00ff-4917-8a51-c1855e6e79e9 (61GBP) + +Headset: https://produto.mercadolivre.com.br/MLB-2621976162-fone-headset-gamer-razer-hammerhead-duo-xbox-ps5-pc-lacrado-_JM?searchVariation=174438054864#searchVariation=174438054864&position=3&search_layout=grid&type=item&tracking_id=cc537c3a-31f0-4afd-b23f-e8cbfe3de63c (19GBP) + +Internet: approx 6USD /mo - 24 USD /mo (20GBP)" +132,Nigeria,OLS-7,130.08GBP,"I would like to please get headphones (or earpods) and a back-lit mechanical keyboard, as power outages occur at regular/unpredictable intervals, making me unable to type in the dark. + +Keyboard - https://www.amazon.com/Wireless-Mechanical-Triple-Mode-Bluetooth-Efficient/dp/B0BGH6MP4B/ref=sr_1_19?keywords=mechanical%2Bkeyboard&qid=1676898382&sprefix=mecha%2Caps%2C206&sr=8-19&ufe=app_do%3Aamzn1.fos.c1e7b9a2-53cf-44f5-ab39-5386af17669d&th=1 (54.83 EUR) +Earbuds - https://www.amazon.com/gp/product/B08FT3ZMF3/ref=ox_sc_act_title_1?smid=A14EEANAI4EN1Q&psc=1 (65.24EUR)" +133,Nigeria,OLS-7,79.80GBP,"Headphones: https://www.jumia.com.ng/soundcore-life-q20-active-noise-cancelling-40h-playtime-anker-mpg1653620.html" +134,Argentina,OLS-7,"83.85 USD","I have some problems with the audio of my computer so I would benefit from assistance to buy a headset. + https://www.mercadolibre.com.ar/auriculares-inalambricos-jbl-tune-510bt-jblt510bt-negro/p/MLA17968066" +136,"United Kingdom",OLS-7,,"Funds that might arise for setting up the platform and develop the prototype." +137,Hungary,OLS-7,,"I do not need support with the equipment, but maybe during the implementation of the project I might need support with some project expenses." +140,Cameroon,OLS-7,341.40GBP,"I will like to have a new computer. The reason is that, what I am using now is really bad; battery can't stay for 10mins and with no webcam. Also, electricity is not stable. This will really help me as can work at anytime and anywhere I will be. + +I will like to buy a second-hand computer. A price estimate will be 250,000FRS (Two hundred and fifty thousand francs). " +141,Argentina,OLS-7,,"Headset: https://www.amazon.com/-/es/JBL-Quantum-100-Aud%C3%ADfonos-diadema/dp/B084CWCJTW?th=1" +142,Nigeria,OLS-7,"787.45 EUR","The items shown in the link are as follows: + +1. Universel router ₦18,000. ($39.09) +2. Oraimo Powerbank ₦29,480. ($64.02) +3. Wireless headset. ₦19,500. ($42.35) +4. Mouse. ₦3,500. ($8) +5. Webcam (Logitech). ₦20,000. ($43.43) +6. Used Dell Latitude 5420 ₦300,000.($652) +Total ₦390,480. ($848) + +The items are all found with local vendors. I can reach them directly through their local contacts, but their products can be found online, for your easy verification. + +Thank you as I look forward to your response. + +Warm regards, +Chukwuka U Ogbonna. + +Check out this product I found: +https://www.jumia.com.ng/airtel-unlocked-mini-sized-router-with-30gig-data2antennas4lan-telephone-ports-backup-battery-works-with-all-networks-except-spectranet-swift-214614279.html?utm_medium=social&utm_campaign=pdpshare-apps + +Check out this product I found: +https://www.jumia.com.ng/oraimo-40000mah-superior-quality-ultra-fast-charging-power-bank-134176451.html?utm_medium=social&utm_campaign=pdpshare-apps + +https://ng.oraimo.com/oraimo-boompop-over-ear-bluetooth-wireless-headphone-oraimo-x-boomplay-collaboration-limited-edition.html + +Check out this product I found: +https://www.jumia.com.ng/generic-m107-2.4g-wireless-mouse-ergonomic-office-mouse-with-3-gear-105583403.html? utm_medium=social&utm_campaign=pdpshare-apps + +Check out this product I found: +https://www.jumia.com.ng/logitech-hd-c310-webcam-simple-video-calling-in-hd-720p-55044443.html?utm_medium=social&utm_campaign=pdpshare-apps + +https://jiji.ng/ikeja/computers-and-laptops/laptop-dell-latitude-5420-16gb-intel-core-i5-ssd-256gb-v6nncKyu9Ln7Iz29fvfvAwd7.html?utm_campaign=shareButton&utm_source=android_share&utm_medium=android-share-button&via=whatsapp" +143,Ireland,OLS-7,"105.64 GBP","Hard disk, Web cam and a mouse. Approximate cost - 100 £ +Webcam: https://www.amazon.in/dp/B008QS9J6Y?ref_=cm_sw_r_cp_ud_dp_A167GT4BZ5D1ZYMVDXYD (2195 INR / 22.32 GBP) +Harddisk: https://www.amazon.in/dp/B08ZJG6TVT?_encoding=UTF8&psc=1&ref_=cm_sw_r_cp_ud_dp_DFXV4J437G6VJ453WSC8 (5599 INR / 56.93 GBP) +drawing pad: https://www.amazon.in/dp/B078YNBFXG?_encoding=UTF8&psc=1&ref_=cm_sw_r_cp_ud_dp_5NFZE51DGT49NTYVXZBR (2599 INR / 26.43 GBP)" +155,Cameroon,OLS-7,"101.02 GBP","Internet Bundle for the period of the training program: 30000 XAF (10000 XAF/month), It would be great to also have a good headset to attend the various meetings. Good headset device can be found locally. For about 35 000 XAF. + +Emmy - note, ols-7 is 4 months, so 75000 XAF total. +Emmy - note 14/7/23: headphone price increased to 39,999 fcfa" +156,Cameroon,OLS-7,"168.63 GBP","mobile data for 4 months , headset , high speed internet, modem + +Data: 10000f x 4 months = 40,000f (https://www.orange.cm/fr/internet-giga/offres-et-services-internet/forfaits-giga-data-30-jours.html) +Webcam: 67200f (https://glotelho.cm/fr/network-and-telecom/logitech-webcam-c270-hd-720p-compatible-facebook-skype-msn.html) +headphones: 17999f (https://glotelho.cm/fr/merry-christmas/casque-bluetooth-sans-fil-oraimo-oeb-h89d-bluetooth-version-5-0-jusqu-a-10-heures-d-autonomie-350mah.html) +total: 125199f " +158,Cameroon,OLS-7,"442.63 GBP","headphones: 40,000fcfa +data: 10000fcfa per month * 4 mo = 40,000fcfa +childcare: 60,000 fcfa per month * 4 mo = 240,000 fcfa +total: 320,000 fcfa" +163,Cameroon,OLS-7,"144.12 GBP","Headphones: 80000 fcfa / 108 GBP +Router: 27000 fcfa/ 36.45GBP" +164,"United States",OLS-7,"64.94 USD","A webcam: https://www.bestbuy.com/site/logitech-c920s-pro-1080-webcam-with-privacy-shutter-black/6321794.p?skuId=6321794" +168,Ireland,OLS-7,"46.98 EUR",headphones +171,Colombia,OLS-7,"237.00 USD","internet, 40 USD /mo - top up on 2023/05/19, additional 70 USD for May and June as internet subscription costs had increased." +181,Nigeria,OLS-7,"103.98 EUR + 49.67 GBP","Headset- https://www.jumia.com.ng/oraimo-freepods-3-2baba-edition-bt5.2-wireless-stereo-earbuds-enc-calling-noise-cancellation-80649723.html (49.67 GBP) + +Internet subscription: https://www.mtn.ng/personal/data/data-plans/ - 3month plan (50k Naira/ 109 USD)" +182,Nigeria,OLS-7,"5.97 GBP + 101.17EUR + 54.11 EUR","Headphones: https://nl.aliexpress.com/item/1005004832634723.html?spm=a2g0o.productlist.main.17.5adf6009ZMjo23&algo_pvid=71e14310-73c3-465d-8c30-88b86f849b74&aem_p4p_detail=20230304091534548371120365200015794985&algo_exp_id=71e14310-73c3-465d-8c30-88b86f849b74-8&pdp_ext_f=%7B%22sku_id%22%3A%2212000031356037319%22%7D&pdp_npi=3%40dis%21NGN%2121253.44%219457.67%21%21%21%21%21%402145294416779501340353589d0718%2112000031356037319%21sea%21NG%210&curPageLogUid=A3ocXr0g8CSc&ad_pvid=20230304091534548371120365200015794985_9&ad_pvid=20230304091534548371120365200015794985_9&gatewayAdapt=glo2nld (20 EUR) + +webcam: https://nl.aliexpress.com/item/1005001762607076.html?spm=a2g0o.productlist.main.5.44b03da9j2NS6z&algo_pvid=ec2d03a4-3344-4c7b-bc56-5a45a1154390&aem_p4p_detail=2023030408532315034109054406000014980709&algo_exp_id=ec2d03a4-3344-4c7b-bc56-5a45a1154390-2&pdp_ext_f=%7B%22sku_id%22%3A%2212000017469059297%22%7D&pdp_npi=3%40dis%21NGN%2141907.45%2114543.27%21%21%21%21%21%402145277316779488036832750d06be%2112000017469059297%21sea%21NG%210&curPageLogUid=12U39mbopuxZ&ad_pvid=2023030408532315034109054406000014980709_3&ad_pvid=2023030408532315034109054406000014980709_3&gatewayAdapt=glo2nld (39.76 EUR) + +internet: https://www.mtn.ng/personal/data/data-plans/, 50000 Naira / 100 EUR + +blue ray glasses: https://www.jumia.com.ng/fashion-anti-blue-rays-computer-glasses-202241889.html?utm_medium=social&utm_campaign=pdpshare-apps (1999 naira / 5 GBP)" +183,Nigeria,OLS-7,"69.55 GBP + 101.17 EUR","High Speed Internet Data- 3 months Subscription +https://www.mtn.ng/personal/data/data-plans/ + +Protective eye glasses +https://www.jumia.com.ng/fashion-photochromic-anit-blue-light-glasses-rectangle-eyewear-frame-75683383.html + +Headsets +https://www.jumia.com.ng/oraimo-necklace-5c-neckband-wireless-earphone-216721295.html + +Webcam +https://www.jumia.com.ng/generic-webcam-hd-1080p-web-cam-with-built-in-microphone-45-degree-adjust-web-camera-213286485.html" +251,Argentina,OLS-7,"85.17 USD","Headset, internet +headset: https://www.mercadolibre.com.ar/auriculares-inalambricos-jbl-tune-125bt-black/p/MLA17771452#searchVariation=MLA17771452&position=4&search_layout=stack&type=product&tracking_id=037bcf34-43fc-44c7-ad38-5d44b1dc93da: 10499 ars -> 54 USD + +Internet: 8 USD/mo -> 32 USD" +187,Cameroon,OLS-7,"62.69 GBP","New headphones: https://glotelho.cm/fr/accessoires/ecouteurs-sans-fil-xiaomi-redmi-buds-4-annulation-active-du-bruit-hybride-jusqu-a-30h-d-autonomie.html (45000 fcfa)" +152,Cameroon,OLS-7,"118.7 GBP + 4.66 EUR","Internet subscription" +154,Nigeria,OLS-7,545GBP,"4 PV cells to charge battery due to power outage: 120,000 naira + +Internet subscription: https://www.coollink.ng/konnect-nigeria/unlimited40/ 31,900 naira/month = 159,500 naira for 16 weeks + +Webcam: 21,000 naira" +165,Kenya,OLS-7,317.69GBP,"Webcam- The camera broke so It is not working anymore, I am considering buying one (https://dukatech.co.ke/logitech-hd-webcam-c270-720p.html) (55 USD) + +Internet bundles are paid per month ($USD 33 * 4 = USD 132) the link (https://zuku.co.ke/triple-play/) (speed-20mbps) + +Childcare for four months: paid in cash or via bank (USD 47.26 * 4 = USD 190)" +167,India,OLS-7,53.10GBP,"I would like to purchase an external microphone. https://www.amazon.in/dp/B092PQBKR9?psc=1&smid=A3LD4MMBBTHP7M&ref_=chk_typ_imgToDp" +170,Kenya,OLS-7,"71.66 GBP","Internet. 2799ksh / month: https://zuku.co.ke/triple-play/" +298,Kenya,OLS-8,"133.14 GBP","Headset - https://www.mobilehub.co.ke/product/jbl-tune-500bt-headphones/ + +Internet - https://zuku.co.ke/triple-play/ (10mbps for 4 months) + +Webcam - https://dukatech.co.ke/logitech-hd-webcam-c270-720p.html" +299,Kenya,OLS-8,"336.42 GBP","1. Internet bundles are paid per month ($USD 33 * 4 = USD 132) the link (https://zuku.co.ke/triple-play/) (speed-20mbps) + +2. Childcare for four months: paid in cash or via bank (USD 54.53 * 4 = USD 218.12) + +3. Computer Mouse - ordering online ( USD 23.74) the link (https://www.jumia.co.ke/generic-2.4ghz-usb-wireless-optical-mouse-mice-for-apple-mac-macbook-pro-air-pc-laptop-lbq-68538073.html) + +4. Ethernet port cable- ordering online (USD 17.83) the link (https://www.jumia.co.ke/generic-usb-c-ethernet-rj45-lan-adapter-3-port-usb-type-c-hub-101001000mbps-gigabit-ethernet-usb-3.0-network-card-for-macbook-silver-50501664.html) + +5. Headset- in person buying 37.49 USD the link (https://www.mobilehub.co.ke/product/jbl-tune-500bt-headphones/)" +300,Argentina,OLS-8,,Headset +301,Colombia,OLS-8,"223.55 USD","Internet (55 USD/month)" +302,Argentina,OLS-8,, +303,Argentina,OLS-8,, +304,Nigeria,OLS-8,"450 USD","Childcare: 12,000 naira/mentor-mentee call time (8 mentor-mentee call for 16 weeks = 12,000naira * 8) = 96,000 naira + +Noise Cancellation Wireless Microphone: 14,500 naira + +2 PV cells to charge battery: 60,000 naira + +Keyboard: 9,900 naira + +Wireless mouse: 8,650 naira + +Internet subscription: https://www.coollink.ng/konnect-nigeria/unlimited40/ 31,900 naira/month = 159,500 naira for 16 weeks + +Total: 348,550 naira" +305,Argentina,OLS-8,"50 USD","Wireless mouse https://www.mercadolibre.com.ar/mouse-inalambrico-recargable-trust-ozaa-white/p/MLA18213325?product_trigger_id=MLA18213323&pdp_filters=category%3AMLA1714&applied_product_filters=MLA18213325&quantity=1" +306,Cameroon,OLS-8,"311.12 GBP","Powerbank to cope with electricity issues (120000 FCFA): https://cm.loozap.com/ads/power-bank-dorigine-pour-ordinateur-yaounde/38706.html + +Internet data (2 GO per day for 30 days/ 21500 FCFA * 4 months=86000 FCFA): https://www.orange.cm/fr/internet-giga/offres-et-services-internet/forfaits-giga-data-30-jours.html + +ecouteurs sans fil (25500 FCFA) : https://glotelho.cm/fr/telephones-tablettes/ecouteurs-sans-fil-soundpeats-s5-bluetooth-v5-0.html" +307,Argentina,OLS-8,"65.63 USD","Internet (12.50 USD or 4,399 Argentine pesos/month for September to January)" +309,"United Kingdom",OLS-8,"36.97 GBP","Ergonomic mouse" +310,Netherlands,OLS-8,"60 EUR", +274,Kenya,OLS-8,"40.49 GBP","Internet (Wi-Fi subscription) - 3 months +11.80 USD/month - 35.40USD + +Wireless headset - 13.88USD" +290,Argentina,OLS-8,,"Headset - detail to come" +295,Nigeria,OLS-8,"264.36 GBP","Solar battery and panel - to be followed up by me if we have budget closer to cohort start date" +296,"South Africa",OLS-8,,"A license is required to modify the “open umbrella” self assessment tool - https://eduvation.up.ac.za/apps/blended/" +297,Kenya,OLS-8,0, +284,Netherlands,OLS-8,"50 EUR","Headphones https://www.sony.nl/electronics/oordopjes/wi-c310" +289,Kenya,OLS-8,"10.56 GBP + 88.60 GBP","Internet +Earbuds " +285,Netherlands,OLS-8,, +286,Netherlands,OLS-8,0, +287,,OLS-8,0, +288,Netherlands,OLS-8,0,"Enquired about microgrant as part of registration - will be handled by VU" +276,Eswatini,OLS-8,"58.22 GBP","Set of headphones" +277,Nigeria,OLS-8,"55.83 GBP + 30.37 GBP","Internet for 90 days +Adaptive eyewear +Headphones +Webcam +Book ?" +278,Malaysia,OLS-8,"80.08 GBP","Headphones +Speaker +Internet and broadband +Child care +Flash drive +Power bank" +282,Kenya,OLS-8,"40.50 GBP","Wireless internet 3 months @USD 11.80 = 35.40 +Headset 1 @13.88 USD" +283,Nigeria,OLS-8,"116.65 GBP","1. Wireless headphone = $15 +2. Power bank = $28 +3. Micro phone = $12 +4. Internet (WiFi Airtel 25GB) = $40 (4x $10/month) +5 Memory card (32gb) = $10 +6. Gasoline (50litres for 620 per litre) = $31 +Total = $106" +291,Nigeria,OLS-8,"144 GBP","1. Wireless headphone = $20 + +2. Power bank = $40 + +3. Microphone = $20 + +4. Internet (WiFi Airtel 25GB) = $15 + +5 Memory card = $15 + +6. Gasoline (50litres for 620 per litre) = $50 + +7. Internet subscription = $20 + +Total = $180" +292,Nigeria,OLS-8,"145 GBP","External hard drive (1TB) 39$ +Microphone 13$ +Headset. 16$ +Mouse. 10$ +Data for internet. 39$ +Powerbank for backup. 19$ +Fuel (50litres). 46$ +Total 182$ +" +293,"South Africa",OLS-8,,"Headset and faster internet would really help as well as the site hosting costs" +294,"South Africa",OLS-8,,"internet and hosting costs" +280,,OLS-8,,test +275,,,, diff --git a/results/global_community-based_training_program.ipynb b/results/global_community-based_training_program.ipynb new file mode 100644 index 0000000..ab6232a --- /dev/null +++ b/results/global_community-based_training_program.ipynb @@ -0,0 +1,2010 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "97af48bc-af26-4dfa-abe8-8e1d46567ed1", + "metadata": {}, + "source": [ + "# A Global Community-Based Training Program" + ] + }, + { + "cell_type": "markdown", + "id": "33617f30", + "metadata": {}, + "source": [ + "Since 2020, the OLS community has run 8 cohorts successfully with the engagement of over 500 international community members." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "61f52b10", + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas\n", + "import geodatasets\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from pathlib import Path\n", + "import plotly.graph_objects as go\n", + "from wordcloud import WordCloud" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0e32a506-cbc4-4362-bf1c-f3c526654224", + "metadata": {}, + "outputs": [], + "source": [ + "baseurl = \"https://raw.githubusercontent.com/open-life-science/open-life-science.github.io/main/_data/artifacts/openseeds/\"\n", + "cohort_nb = 9" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "5cb1d949", + "metadata": {}, + "outputs": [], + "source": [ + "people_df = pd.read_csv(f\"{baseurl}people.csv\", index_col=0).fillna(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6455c968", + "metadata": {}, + "outputs": [], + "source": [ + "roles_df = {}\n", + "roles = []\n", + "for r in [\"role\", \"participant\", \"mentor\", \"expert\", \"speaker\", \"facilitator\", \"organizer\"]:\n", + " role = r.capitalize()\n", + " roles.append(role)\n", + " roles_df[role] = pd.read_csv(f\"{baseurl}/roles/{r}.csv\", index_col=0)" + ] + }, + { + "cell_type": "markdown", + "id": "d5c2e0f1-08a0-4dc9-b9c9-4f51ad2af73b", + "metadata": {}, + "source": [ + "# Cohort stats" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d380ab9e-756f-4873-ade1-10759982d9dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ParticipantMentorFacilitatorSpeakerExpert
OLS-1292001837
OLS-2523602465
OLS-3663412263
OLS-4343271846
OLS-5713551726
OLS-6413271939
OLS-7543410184
OLS-86938151222
Total3861383099170
\n", + "
" + ], + "text/plain": [ + " Participant Mentor Facilitator Speaker Expert\n", + "OLS-1 29 20 0 18 37\n", + "OLS-2 52 36 0 24 65\n", + "OLS-3 66 34 1 22 63\n", + "OLS-4 34 32 7 18 46\n", + "OLS-5 71 35 5 17 26\n", + "OLS-6 41 32 7 19 39\n", + "OLS-7 54 34 10 18 4\n", + "OLS-8 69 38 15 12 22\n", + "Total 386 138 30 99 170" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "red_roles = [\"Participant\", \"Mentor\", \"Facilitator\", \"Speaker\", \"Expert\"]\n", + "role_count_df = pd.DataFrame(columns = red_roles)\n", + "for r in red_roles:\n", + " role_count_df[r] = (\n", + " roles_df[r]\n", + " .drop(columns = [\"city\", \"country\", \"country_3\", \"first-name\", \"last-name\", \"pronouns\", \"continent\", \"longitude\", \"latitude\"])\n", + " .count(axis=0)\n", + " .rename(index=str.upper)\n", + " )\n", + " role_count_df.loc[\"Total\", r] = len(roles_df[r])\n", + "role_count_df = role_count_df.astype(\"int64\")\n", + "role_count_df" + ] + }, + { + "cell_type": "markdown", + "id": "8774308d-d087-4f67-b974-80e4ab02e36d", + "metadata": {}, + "source": [ + "# Development path of people in the different roles and Alumni " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "28041acb-5a2e-445e-9ba3-711f9ddc670f", + "metadata": {}, + "outputs": [], + "source": [ + "cohorts = [x.lower() for x in list(role_count_df.index)]\n", + "labels = [x.lower() for x in red_roles] + [\"alumni\"]\n", + "role_flow_df = pd.DataFrame({\n", + " \"source\": [l for subl in [[l]*len(labels) for l in labels] for l in subl], \n", + " \"target\": labels*len(labels), \n", + " \"value\": 0\n", + "})\n", + "\n", + "for index, row in role_flow_df.iterrows():\n", + " if row.source == \"alumni\":\n", + " continue\n", + " elif row.target == \"alumni\":\n", + " for i in range(len(cohorts)-2):\n", + " source = f\"{cohorts[i]}-{row.source}\"\n", + " # build query with any role in the cohort and no role after in the following cohort\n", + " query = f\"`{source}` != ''\"\n", + " for r in red_roles:\n", + " target = f\"{cohorts[i+1]}-{r.lower()}\"\n", + " query += f\"and `{target}` == ''\"\n", + " role_flow_df.at[index, \"value\"] += len(people_df.query(query))\n", + " else:\n", + " for i in range(len(cohorts)-2):\n", + " source = f\"{cohorts[i]}-{row.source}\"\n", + " target = f\"{cohorts[i+1]}-{row.target}\"\n", + " # build query the source role for a cohort and target role for the following cohort\n", + " query = f\"`{source}` != '' and `{target}` != ''\"\n", + " query_res = people_df.query(query)\n", + " # check for each result how many roles in cohort and following cohort to normalize the value\n", + " value = 0\n", + " for q_i, q_r in query_res.iterrows():\n", + " new_role_nb = len(q_r[f\"{cohorts[i+1]}-role\"].split(\",\"))\n", + " value += 1/(new_role_nb)\n", + " role_flow_df.at[index, \"value\"] += value" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors = {\n", + " \"participant\": \"#3182bd\",\n", + " \"mentor\": \"#fd8d3c\",\n", + " \"expert\": \"#d9d9d9\",\n", + " \"speaker\": \"#dadaeb\",\n", + " \"facilitator\": \"#a1d99b\",\n", + " \"alumni\": \"grey\"\n", + "}\n", + "label_df = pd.DataFrame({\n", + " \"labels\": [l.capitalize() for l in labels] * 2, \n", + " \"colors\": [colors[l] for l in labels] * 2, \n", + " \"x\": [0.1]*len(labels)+[0.9]*len(labels), \n", + " \"y\": [0.1]*(len(labels)*2)})\n", + "\n", + "fig = go.Figure(data=[go.Sankey(\n", + " arrangement=\"snap\",\n", + " node = dict(\n", + " pad = 15,\n", + " thickness = 20,\n", + " line = dict(color = \"black\", width = 0.5),\n", + " label = label_df.labels,\n", + " color = label_df.colors,\n", + " ),\n", + " link = dict(\n", + " source = [labels.index(e) for e in role_flow_df.source],\n", + " target = [labels.index(e)+len(labels) for e in role_flow_df.target],\n", + " value = role_flow_df.value\n", + " ))])\n", + "\n", + "fig.update_layout(\n", + " font_size=18,\n", + " width=950,\n", + " height=400,\n", + " margin=go.layout.Margin(\n", + " l=10, #left margin\n", + " r=10, #right margin\n", + " b=20, #bottom margin\n", + " t=20, #top margin\n", + " )\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "66519ce5-6bff-41eb-9870-c23996bdcc2c", + "metadata": {}, + "source": [ + "Participants re-joining (%)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "08380d0a-7a68-4192-8267-cd3cedeafe6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "26.153846153846153" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "role = \"participant\"\n", + "role_nb = float(role_flow_df.query(f\"source == '{ role }'\").value.sum())\n", + "role_wo_alumni = float(role_flow_df.query(f\"source == '{ role }' and target != 'alumni'\").value.sum())\n", + "100 * role_wo_alumni / role_nb" + ] + }, + { + "cell_type": "markdown", + "id": "426857d5-25f3-4d9a-b41d-44c09f276025", + "metadata": {}, + "source": [ + "Mentors re-joining (%)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "34ea448f-9b2f-46da-8910-f4a8285e3ec4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "57.53238436562595" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "role = \"mentor\"\n", + "role_nb = float(role_flow_df.query(f\"source == '{ role }'\").value.sum())\n", + "role_wo_alumni = float(role_flow_df.query(f\"source == '{ role }' and target != 'alumni'\").value.sum())\n", + "100 * role_wo_alumni / role_nb" + ] + }, + { + "cell_type": "markdown", + "id": "2f556c30-a1a0-44a7-a8aa-2b0764cf2482", + "metadata": {}, + "source": [ + "# People location " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "10755947", + "metadata": {}, + "outputs": [], + "source": [ + "map_fp = Path(\"../data/naturalearth_lowres/naturalearth_lowres.shp\")\n", + "world_df = geopandas.read_file(map_fp).rename(columns = {\"SOV_A3\": \"iso_a3\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8f74d349-624a-4092-ba1e-b2f05f80aa7e", + "metadata": {}, + "outputs": [], + "source": [ + "country_code_df = (roles_df[\"Role\"].groupby([\"country_3\"]).count()\n", + " .rename(columns = {\"country\": \"total\"})\n", + " .drop(columns = [\"city\", \"first-name\", \"last-name\", \"pronouns\", \"continent\", \"longitude\", \"latitude\"])\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ba0e2537-d50f-40f9-bb7e-28235982d4b8", + "metadata": {}, + "source": [ + "Number of countries:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "02f21fda-5eca-43de-81e2-a4a507de90e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "55" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(country_code_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b4f5ae94-99af-40eb-a3d0-011c915fea0e", + "metadata": {}, + "outputs": [], + "source": [ + "country_code_df[country_code_df != 0] = 1\n", + "country_code_df = (country_code_df\n", + " .rename_axis(\"iso_a3\")\n", + " .reset_index()\n", + ")\n", + "country_world_df = pd.merge(world_df, country_code_df, on='iso_a3', how='outer')\n", + "country_world_df['total'] = country_world_df['total'].fillna(0)\n", + "for i in range(1, cohort_nb):\n", + " country_world_df[f'ols-{i}'] = country_world_df[f'ols-{i}'].fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "32ed1907-6722-441e-aac4-5bd0b85348a7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 10))\n", + "fig.set_dpi(300)\n", + "\n", + "country_world_df.plot(\n", + " column='total',\n", + " ax=ax,\n", + " legend=False,\n", + " cmap='YlGn')\n", + "ax.set_axis_off()\n", + "\n", + "plt.savefig(f'all-roles-all-cohorts.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "d6345abe-50e1-418f-8f8b-70f0d093ba88", + "metadata": {}, + "source": [ + "# Projects" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3d2cc3c7-eb09-4c1a-af47-bbe211f60800", + "metadata": {}, + "outputs": [], + "source": [ + "baseurl = \"https://raw.githubusercontent.com/open-life-science/open-life-science.github.io/main/_data/artifacts/openseeds/\"\n", + "project_df = (\n", + " pd.read_csv(f\"{baseurl}projects.csv\", index_col=0, na_filter=False)\n", + " .assign(\n", + " participants=lambda df: df.participants.str.split(\", \"),\n", + " participantNb=lambda df: df.participants.str.len(),\n", + " mentors=lambda df: df.mentors.str.split(\", \"),\n", + " keywords=lambda df: df.keywords.str.split(\", \"),\n", + " cohort=lambda df: \"OLS-\" + df.cohort.astype(str),\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "78e99529-e653-4102-bbf9-916b4161f3a0", + "metadata": {}, + "source": [ + "## Cohorts" + ] + }, + { + "cell_type": "markdown", + "id": "e080bae5-4bac-43e5-9790-12465e9c86d5", + "metadata": {}, + "source": [ + "Number of projects over all cohorts" + ] + }, + { + "cell_type": "markdown", + "id": "ec2e923f-9a48-4491-ba0f-dcab8b0ba965", + "metadata": {}, + "source": [ + "len(project_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5a0cca6e-a8de-428b-b4c6-d9e8c42d1843", + "metadata": {}, + "outputs": [], + "source": [ + "cohort_df = (\n", + " project_df\n", + " .groupby(by=\"cohort\")\n", + " .count()\n", + " .drop(columns = [\"participants\", \"mentors\", \"description\", \"keywords\", \"status\", \"collaboration\", \"participantNb\"])\n", + " .rename(columns = {\"name\": \"Total\"})\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "846e930b-ec6e-4e35-91ad-4c528d7716c9", + "metadata": {}, + "source": [ + "Aggregating statistic of number of projects per cohort" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "73817cef-ecb9-404a-9b20-1b9c89d81d7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 8.000000\n", + "mean 29.750000\n", + "std 5.391793\n", + "min 20.000000\n", + "25% 26.750000\n", + "50% 30.500000\n", + "75% 33.250000\n", + "max 37.000000\n", + "Name: Total, dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_df.Total.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "3f3af580-1ea5-4266-b7eb-5b7af35469e4", + "metadata": {}, + "source": [ + "Mean number of projects per cohort" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "0d234751-8f64-4c66-a9c7-5629b6e3eb69", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(30.5)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_df.Total.median()" + ] + }, + { + "cell_type": "markdown", + "id": "1f844d3f-945f-4f69-a30f-2ddd83853d54", + "metadata": {}, + "source": [ + "## Participants" + ] + }, + { + "cell_type": "markdown", + "id": "f4543846-2e2a-4b8e-8db8-d05356c10a5c", + "metadata": {}, + "source": [ + "Aggregating statistic of the number of participants per projects" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "0aada30e-5c0d-41c8-8528-3607574e9f68", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 238.000000\n", + "mean 1.756303\n", + "std 1.346766\n", + "min 1.000000\n", + "25% 1.000000\n", + "50% 1.000000\n", + "75% 2.000000\n", + "max 8.000000\n", + "Name: participantNb, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "project_df.participantNb.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "fd566376-5089-456c-a98e-a5ccd0029b69", + "metadata": {}, + "source": [ + "## Keywords" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "6126940f-ef83-47b5-a5f6-5de13a50833a", + "metadata": {}, + "outputs": [], + "source": [ + "keyword_df = (project_df\n", + " .drop(columns = [\"participantNb\", \"participants\", \"mentors\", \"description\", \"status\", \"cohort\", \"collaboration\", \"status\", \"graduation\"])\n", + " .explode(\"keywords\")\n", + " .assign(keywords=lambda df: df.keywords.str.capitalize())\n", + " .replace(\"Community building\", \"Community\")\n", + " .replace(\"Research community\", \"Community\")\n", + " .replace(\"Ethics of ai\", \"Ethical AI\")\n", + " .replace(\"Ethical ai\", \"Ethical AI\")\n", + " .replace(\"Enviromental\", \"Environmental science\")\n", + " .replace(\"Equal opportunity\", \"Equality\")\n", + " .replace(\"Training\", \"Training and education\")\n", + " .replace(\"Education\", \"Training and education\")\n", + " .replace(\"Artificial intelligence\", \"AI\")\n", + " .replace(\"Ai\", \"AI\")\n", + " .replace(\"Fair\", \"FAIR\")\n", + " .replace(\"Open-source\", \"Open source\")\n", + " .replace(\"Open source software\", \"Open source\")\n", + " .replace(\"Opensource\", \"Open source\")\n", + " .replace(\"Os\", \"Open source\")\n", + " .replace(\"Open source projects\", \"Open source\")\n", + " .replace(\" data science\", \"Data science\")\n", + " .replace(\"Visualisation\", \"Data visualisation\")\n", + " .replace(\"Next-generation sequencing\", \"Sequencing\")\n", + " .replace(\"Open educational resource\", \"Open education\")\n", + " .replace(\"Reproducible research\", \"Reproducibility\")\n", + " .replace(\"Data\", \"Data science\")\n", + " .replace(\"Open community\", \"Community\")\n", + " .groupby(by=\"keywords\")\n", + " .count()\n", + " .rename(columns={\"name\": \"Frequency\"})\n", + " .sort_values(\"Frequency\", ascending=False)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1f6cbc6d-37e9-4f7a-8c2e-d6523b7d36d1", + "metadata": {}, + "outputs": [], + "source": [ + "frec = keyword_df.Frequency.to_dict()\n", + "\n", + "wc = WordCloud(\n", + " background_color=\"rgba(255, 255, 255, 0)\",\n", + " random_state=42,\n", + " width=600,\n", + " height=400,\n", + ")\n", + "\n", + "wordcloud = wc.generate_from_frequencies(frec)" + ] + }, + { + "cell_type": "markdown", + "id": "d84fc19e-47d3-4680-baba-1df38cd33904", + "metadata": {}, + "source": [ + "## Graduation stats" + ] + }, + { + "cell_type": "markdown", + "id": "e610441a-3917-416c-9d1a-5bd07eaabc0e", + "metadata": {}, + "source": [ + "Percentage of graduated project" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "08ae5561-cfb6-4e1e-8b85-8b396f6869e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "79.41176470588235" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "100 * len(project_df.query('status == \"graduated\"'))/len(project_df.status)" + ] + }, + { + "cell_type": "markdown", + "id": "f4bf69ff-f956-460c-88e2-ac66a1ee8b7b", + "metadata": {}, + "source": [ + "Percentage of graduated project within collaboration" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "302a402e-d6be-4723-a999-6090e4b24c25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "94.11764705882354" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "100 * len(project_df.query('status == \"graduated\" and collaboration != \"\"'))/len(project_df.query('collaboration != \"\"'))" + ] + }, + { + "cell_type": "markdown", + "id": "7a846f62-411e-49e2-bfc9-f546631a3296", + "metadata": {}, + "source": [ + "Projects that did not graduated" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "bf90c63e-b802-4887-9a62-e9b6d1c01135", + "metadata": {}, + "outputs": [], + "source": [ + "non_graduated_project = (\n", + " project_df.query('status != \"graduated\"')\n", + " .drop(columns=[\"description\", \"keywords\", \"status\", \"graduation\", \"collaboration\", \"participantNb\"])\n", + ")\n", + "non_graduated_project[\"participants\"] = non_graduated_project[\"participants\"].apply(lambda x: \", \".join(str(i) for i in x))\n", + "non_graduated_project[\"mentors\"] = non_graduated_project[\"mentors\"].apply(lambda x: \", \".join(str(i) for i in x))\n", + "#non_graduated_project.to_csv(\"../results/openseeds/non_graduated_project.csv\", sep=\"\\t\", index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "bf14fd98-c924-49b7-9652-fc29144a300e", + "metadata": {}, + "source": [ + "Project that did graduated but came back" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "c9fad509-8cd0-47d9-8016-3b77f314fd7d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(project_df[project_df.name.duplicated(keep=False)][\"name\"].unique())" + ] + }, + { + "cell_type": "markdown", + "id": "66001c2b-c7b8-4ea1-b7bc-dbcf1f7ea03d", + "metadata": {}, + "source": [ + "## Overview figure" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "ad5b7a8c-40a2-4072-b618-430f2d04d8d3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "\n", + "# A\n", + "ax.imshow(wc)\n", + "\n", + "plt.axis(\"off\")\n", + "plt.tight_layout(pad=0)\n", + "plt.show()\n", + "\n", + "# B\n", + "project_df.participantNb.plot.hist(\n", + " bins=8, ax=ax, legend=False, color=\"#139D3D\"\n", + ")\n", + "plt.xlabel('Number of participants per projects')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.4" + }, + "vscode": { + "interpreter": { + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/results/overview_microgrant_honoraria_process.ipynb b/results/overview_microgrant_honoraria_process.ipynb new file mode 100644 index 0000000..e25c3fe --- /dev/null +++ b/results/overview_microgrant_honoraria_process.ipynb @@ -0,0 +1,3588 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b83083ec-1c17-4ee1-9e28-895cd4d66e87", + "metadata": {}, + "source": [ + "# Overview of Microgrant and Honoraria Process" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "38cbbeb9-8328-497f-a398-a2093745d18f", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import re\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import pycountry\n", + "import seaborn as sns\n", + "import geopandas" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "5c490634-7747-4661-9d7a-b8701b1022e9", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/k_/5472klmd4fdb_wdkwgm7_n8m0000gp/T/ipykernel_36554/543814638.py:1: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n", + " path = geopandas.datasets.get_path('naturalearth_lowres')\n" + ] + } + ], + "source": [ + "path = geopandas.datasets.get_path('naturalearth_lowres')\n", + "world_df = geopandas.read_file(path)\n", + "\n", + "country_continent_fp = Path(\"../data/country_alpha_2_continent.csv\")\n", + "country_continent_df = (\n", + " pd.read_csv(country_continent_fp, index_col=0)\n", + ")\n", + "COUNTRY_ALPHA2_TO_CONTINENT = country_continent_df.to_dict()['Continent']\n", + "\n", + "def get_continent(country):\n", + " \"\"\"\n", + " Get continent\n", + "\n", + " :param country: name of the country\n", + " \"\"\"\n", + " py_country = pycountry.countries.get(name=country)\n", + " if py_country is None:\n", + " py_country = pycountry.countries.get(common_name=country)\n", + " if py_country is None:\n", + " return \"\"\n", + " else:\n", + " if py_country.alpha_2 not in COUNTRY_ALPHA2_TO_CONTINENT:\n", + " return \"\"\n", + " else:\n", + " return COUNTRY_ALPHA2_TO_CONTINENT[py_country.alpha_2]\n", + "\n", + "\n", + "def get_country_3(country):\n", + " \"\"\"\n", + " Get country code\n", + "\n", + " :param country: name of the country\n", + " \"\"\"\n", + " py_country = pycountry.countries.get(name=country)\n", + " if py_country is None:\n", + " py_country = pycountry.countries.get(common_name=country)\n", + " if py_country is None:\n", + " return \"\"\n", + " else:\n", + " return py_country.alpha_3\n", + "\n", + "\n", + "rate = {\n", + " \"GBP\": 1,\n", + " \"USD\": 0.8,\n", + " \"EUR\": 0.86,\n", + " \"INR\": 0.0095,\n", + " \"XAF\": 0.0013,\n", + " \"ZAR\": 0.042,\n", + " \"ARS\": 0.0022,\n", + " \"\": 1\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "60843fff-b176-4acb-b795-27316fa5a72a", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Microgrants" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a7d3e755-9ba7-447d-baa3-2b28a0e39071", + "metadata": {}, + "outputs": [], + "source": [ + "url = \"https://docs.google.com/spreadsheets/d/1KmIyBNbrP1_AEc8XIBQQFbzWHy4AZE3iU14xcREVJ7s/export?format=csv&gid=0\"\n", + "microg_bf_civi_df = (\n", + " pd.read_csv(url)\n", + " .assign(Item= lambda df: df.Item.str.split(\", \"))\n", + " .fillna(\"\")\n", + ")\n", + "microg_bf_civi_df[\"Continent\"] = microg_bf_civi_df.Country.apply(lambda x: get_continent(x))\n", + "microg_bf_civi_df[\"Rate\"] = microg_bf_civi_df.Currency.apply(lambda x: rate[x])\n", + "microg_bf_civi_df=(\n", + " microg_bf_civi_df\n", + " .assign(Cost= lambda df: df.Cost * df.Rate)\n", + " .drop(columns = [\"Currency\", \"Rate\"])\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "feced1a0-6042-4478-8055-cba02925cb9c", + "metadata": {}, + "outputs": [], + "source": [ + "microg_in_civi_fp = Path(\"../data/openseeds/microgrants.csv\") \n", + "microg_in_civi_df = (\n", + " pd.read_csv(microg_in_civi_fp)\n", + " .fillna(\"\")\n", + " .rename(columns = {\n", + " \"Microgrant request: Cohort\": \"Cohort\",\n", + " \"Microgrant request: Final cost (incl currency)\": \"Cost\",\n", + " \"Microgrant request: Requested items\": \"Items\",\n", + " \"Contact: \": \"Country\",\n", + " })\n", + " .drop(columns = [\"Case ID\"])\n", + ")\n", + "microg_in_civi_df[\"Continent\"] = microg_in_civi_df.Country.apply(lambda x: get_continent(x))\n", + "\n", + "# get cost\n", + "def get_gbp_amount(amount):\n", + " if amount == \"\":\n", + " return 0\n", + " if \" \" in amount:\n", + " a_s = amount.split(\" \")\n", + " currency = a_s[1].upper()\n", + " amount = float(a_s[0])\n", + " else:\n", + " a_s = re.split('(\\d+\\.*\\d+)',amount)\n", + " currency = a_s[2].upper()\n", + " amount = float(a_s[1])\n", + " return amount * rate[currency]\n", + "\n", + "amounts = []\n", + "for amount in microg_in_civi_df.Cost:\n", + " if amount == \"0\":\n", + " amounts.append(0)\n", + " elif \"+\" in amount:\n", + " new_amout = 0\n", + " for sub_a in amount.split(\" + \"):\n", + " new_amout += get_gbp_amount(sub_a)\n", + " amounts.append(new_amout)\n", + " else:\n", + " amounts.append(get_gbp_amount(amount))\n", + "\n", + "microg_in_civi_df[\"Cost\"] = amounts\n", + "\n", + "# get items\n", + "items = []\n", + "for item in microg_in_civi_df.Items:\n", + " new_item = set()\n", + " if \"internet\" in item:\n", + " new_item.add(\"Internet\")\n", + " if \"Internet\" in item:\n", + " new_item.add(\"Internet\")\n", + " if \"Data subscription\" in item:\n", + " new_item.add(\"Internet\")\n", + " if \"mobile data\" in item:\n", + " new_item.add(\"Internet\")\n", + " if \"Book\" in item:\n", + " new_item.add(\"Book\")\n", + " if \"microphone\" in item:\n", + " new_item.add(\"Headset\")\n", + " if \"Microphone\" in item:\n", + " new_item.add(\"Headset\")\n", + " if \"headset\" in item:\n", + " new_item.add(\"Headset\")\n", + " if \"Headset\" in item:\n", + " new_item.add(\"Headset\")\n", + " if \"headphones\" in item:\n", + " new_item.add(\"Headset\")\n", + " if \"earbuds\" in item:\n", + " new_item.add(\"Headset\")\n", + " if \"webcam\" in item:\n", + " new_item.add(\"Webcam\")\n", + " if \"Webcam\" in item:\n", + " new_item.add(\"Webcam\")\n", + " if \"marketing and merchandising expenses\" in item:\n", + " new_item.add(\"Marketing\")\n", + " if \"childcare\" in item:\n", + " new_item.add(\"Childcare\")\n", + " if \"Childcare\" in item:\n", + " new_item.add(\"Childcare\")\n", + " if \"Mouse\" in item:\n", + " new_item.add(\"Mouse\")\n", + " if \"modem\" in item:\n", + " new_item.add(\"Modem\")\n", + " if \"Router\" in item:\n", + " new_item.add(\"Modem\")\n", + " if \"batteries\" in item:\n", + " new_item.add(\"Battery\")\n", + " if \"battery\" in item:\n", + " new_item.add(\"Battery\")\n", + " if \"Powerbank\" in item:\n", + " new_item.add(\"Battery\")\n", + " if \"keyboard\" in item:\n", + " new_item.add(\"Keyboard\")\n", + " if \"Keyboard\" in item:\n", + " new_item.add(\"Keyboard\")\n", + " if \"new computer\" in item:\n", + " new_item.add(\"Laptop\")\n", + " if \"Dell Latitude\" in item:\n", + " new_item.add(\"Laptop\")\n", + " if \"Hard disk\" in item:\n", + " new_item.add(\"Hardrive\")\n", + " if \"Memory card\" in item:\n", + " new_item.add(\"Hardrive\")\n", + " if \"hard drive\" in item:\n", + " new_item.add(\"Hardrive\")\n", + " if \"chair\" in item:\n", + " new_item.add(\"Other\")\n", + " if \"license\" in item:\n", + " new_item.add(\"Other\")\n", + " if \"prototype\" in item:\n", + " new_item.add(\"Other\")\n", + " if \"Gasoline\" in item:\n", + " new_item.add(\"Other\")\n", + " if \"Fuel\" in item:\n", + " new_item.add(\"Other\")\n", + " if \"implementation of the project\" in item:\n", + " new_item.add(\"Other\")\n", + " items.append(list(new_item))\n", + " \n", + "microg_in_civi_df[\"Item\"] = items\n", + "microg_in_civi_df = (\n", + " microg_in_civi_df\n", + " .drop(columns=[\"Items\"])\n", + " .query('Cost > 0')\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "56936a3e-e3bb-4bc3-b853-e2e7addd8069", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CohortCountryCostItemContinentCountry_3
0OLS-3India5.600[Headset]AsiaIND
1OLS-3United Kingdom90.248[Internet]EuropeGBR
2OLS-3India43.250[Headset, Webcam]AsiaIND
3OLS-3Nepal179.400[Webcam, Laptop, Other]AsiaNPL
4OLS-3Nigeria49.940[Headset]AfricaNGA
.....................
84OLS-8Malaysia80.080[Internet]AsiaMYS
85OLS-8Kenya40.500[Headset, Internet]AfricaKEN
86OLS-8Nigeria116.650[Hardrive, Other, Internet]AfricaNGA
87OLS-8Nigeria144.000[Hardrive, Other, Headset, Internet]AfricaNGA
88OLS-8Nigeria145.000[Other, Hardrive, Mouse, Battery, Headset, Int...AfricaNGA
\n", + "

89 rows × 6 columns

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" + ], + "text/plain": [ + " Cohort Country Cost \\\n", + "0 OLS-3 India 5.600 \n", + "1 OLS-3 United Kingdom 90.248 \n", + "2 OLS-3 India 43.250 \n", + "3 OLS-3 Nepal 179.400 \n", + "4 OLS-3 Nigeria 49.940 \n", + ".. ... ... ... \n", + "84 OLS-8 Malaysia 80.080 \n", + "85 OLS-8 Kenya 40.500 \n", + "86 OLS-8 Nigeria 116.650 \n", + "87 OLS-8 Nigeria 144.000 \n", + "88 OLS-8 Nigeria 145.000 \n", + "\n", + " Item Continent Country_3 \n", + "0 [Headset] Asia IND \n", + "1 [Internet] Europe GBR \n", + "2 [Headset, Webcam] Asia IND \n", + "3 [Webcam, Laptop, Other] Asia NPL \n", + "4 [Headset] Africa NGA \n", + ".. ... ... ... \n", + "84 [Internet] Asia MYS \n", + "85 [Headset, Internet] Africa KEN \n", + "86 [Hardrive, Other, Internet] Africa NGA \n", + "87 [Hardrive, Other, Headset, Internet] Africa NGA \n", + "88 [Other, Hardrive, Mouse, Battery, Headset, Int... Africa NGA \n", + "\n", + "[89 rows x 6 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "microg_df = pd.concat([microg_bf_civi_df, microg_in_civi_df], ignore_index=True)\n", + "microg_df[\"Country_3\"] = microg_df.Country.apply(lambda x: get_country_3(x))\n", + "microg_df" + ] + }, + { + "cell_type": "markdown", + "id": "f0991bcc-d6f0-4093-86da-22adfac4b87b", + "metadata": {}, + "source": [ + "### Overview" + ] + }, + { + "cell_type": "markdown", + "id": "c231b6aa-6405-4d03-a611-09c91c125340", + "metadata": {}, + "source": [ + "Number of microgrants" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d873cec2-1181-4bb9-8a13-7e904cc2c97c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "89" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(microg_df)" + ] + }, + { + "cell_type": "markdown", + "id": "4ec2acd1-8bdc-4b90-a046-293da2cb41ad", + "metadata": {}, + "source": [ + "Total amount (in GBP)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "54ab5fb8-97cd-4e93-8c69-d8fec594265a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13055.637700000001" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(microg_df.Cost)" + ] + }, + { + "cell_type": "markdown", + "id": "33d99921-6ade-4cde-bb47-fa1501b0cfea", + "metadata": {}, + "source": [ + "Mean amount per microgrant" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "24c66fcc-98d8-4c25-a1e0-b2e3aab54f8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "146.6925584269663" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "microg_df.Cost.mean()" + ] + }, + { + "cell_type": "markdown", + "id": "deb1bdde-648e-4526-a083-b066287689f6", + "metadata": {}, + "source": [ + "Minimum amout for a microgrant" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "32b46131-c300-4de8-9d71-997fccfa2c13", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.6000000000000005" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "microg_df.Cost.min()" + ] + }, + { + "cell_type": "markdown", + "id": "e4567661-7227-4389-a81d-6428bf3ab2e3", + "metadata": {}, + "source": [ + "Maximum amount for a microgrant" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "3c8ee8c2-b9ae-4394-ae57-848b84f9947b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1020.0" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "microg_df.Cost.max()" + ] + }, + { + "cell_type": "markdown", + "id": "7f2eb992-7202-4564-9b92-dd944781757e", + "metadata": {}, + "source": [ + "### Cohort" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b54788f7-f3f3-4341-a2aa-aa5495f6b881", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NumberCost
Cohort
OLS-36375.9260
OLS-43135.0400
OLS-5161566.0657
OLS-6122701.1726
OLS-7325659.1794
OLS-8202618.2540
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" + ], + "text/plain": [ + " Number Cost\n", + "Cohort \n", + "OLS-3 6 375.9260\n", + "OLS-4 3 135.0400\n", + "OLS-5 16 1566.0657\n", + "OLS-6 12 2701.1726\n", + "OLS-7 32 5659.1794\n", + "OLS-8 20 2618.2540" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "number_df = (\n", + " microg_df\n", + " .groupby(by=\"Cohort\")\n", + " .count()\n", + " .drop(columns = [\"Cost\", \"Country\", \"Continent\", \"Country_3\"])\n", + " .rename(columns = {\"Item\": \"Number\"})\n", + ")\n", + "amount_df = (\n", + " microg_df\n", + " .drop(columns = [\"Item\", \"Country\", \"Continent\", \"Country_3\"])\n", + " .groupby(by=\"Cohort\")\n", + " .sum()\n", + ")\n", + "cohort_microg_df = number_df.join(amount_df)\n", + "cohort_microg_df" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a16b111f-9b8f-456f-acb9-3332a7a9921e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(cohort_microg_df.Number\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Number of microgrants\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "69e230a9-f27f-42a0-8d0d-bde5b798391f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(cohort_microg_df.Cost\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Amount (GPB)\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "markdown", + "id": "923a810a-61ad-4a8a-a496-d912f81b123e", + "metadata": {}, + "source": [ + "### Country" + ] + }, + { + "cell_type": "markdown", + "id": "0ed19bec-20f3-4973-b116-269dca678d31", + "metadata": {}, + "source": [ + "#### Number of microgrants" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f6a39a1e-8dbf-4a45-ad64-7f4cb5dd98e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iso_a3total
0ARG5
1BOL2
2BRA1
3CHE1
4CHL1
5CMR13
6COL3
7EGY1
8ESP1
9FRA1
10GBR5
11IND10
12IRL2
13KEN12
14MYS1
15NGA19
16NLD5
17NPL1
18SWZ1
19UGA1
20USA1
21UZB1
22ZAF1
\n", + "
" + ], + "text/plain": [ + " iso_a3 total\n", + "0 ARG 5\n", + "1 BOL 2\n", + "2 BRA 1\n", + "3 CHE 1\n", + "4 CHL 1\n", + "5 CMR 13\n", + "6 COL 3\n", + "7 EGY 1\n", + "8 ESP 1\n", + "9 FRA 1\n", + "10 GBR 5\n", + "11 IND 10\n", + "12 IRL 2\n", + "13 KEN 12\n", + "14 MYS 1\n", + "15 NGA 19\n", + "16 NLD 5\n", + "17 NPL 1\n", + "18 SWZ 1\n", + "19 UGA 1\n", + "20 USA 1\n", + "21 UZB 1\n", + "22 ZAF 1" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "country_code_df = (\n", + " microg_df\n", + " .drop(columns = [\"Item\", \"Country\", \"Cohort\", \"Continent\"])\n", + " .groupby(['Country_3'])\n", + " .count()\n", + " .rename(columns = {'Cost': 'total'})\n", + " .rename_axis(\"iso_a3\")\n", + " .reset_index()\n", + ")\n", + "country_code_df" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d79c008a-0df0-45a2-8708-757d9fe3c34a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country_world_df = (\n", + " pd.merge(world_df, country_code_df, on='iso_a3', how='outer')\n", + " .fillna(0)\n", + ")\n", + "fig, ax = plt.subplots(figsize=(15, 10))\n", + "fig.set_dpi(300)\n", + "\n", + "country_world_df.plot(\n", + " column='total',\n", + " ax=ax,\n", + " legend=True,\n", + " legend_kwds={'label': \"Number of microgrants\", 'orientation': \"horizontal\"},\n", + " cmap='YlGn')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "id": "f27ed321-341f-4b19-be9d-197bdbdfe2a2", + "metadata": {}, + "source": [ + "#### Amount (GBP)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "03ffd922-23c0-4251-9578-7816ccfa76f7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country_code_df = (\n", + " microg_df\n", + " .drop(columns = [\"Item\", \"Country\", \"Cohort\", \"Continent\"])\n", + " .groupby(['Country_3'])\n", + " .sum()\n", + " .rename(columns = {'Cost': 'total'})\n", + " .rename_axis(\"iso_a3\")\n", + " .reset_index()\n", + ")\n", + "country_world_df = (\n", + " pd.merge(world_df, country_code_df, on='iso_a3', how='outer')\n", + " .fillna(0)\n", + ")\n", + "fig, ax = plt.subplots(figsize=(15, 10))\n", + "fig.set_dpi(300)\n", + "\n", + "country_world_df.plot(\n", + " column='total',\n", + " ax=ax,\n", + " legend=True,\n", + " legend_kwds={'label': \"Amount (GPB)\", 'orientation': \"horizontal\"},\n", + " cmap='YlGn')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "id": "42b78eb2-9a0d-4b49-b7b3-a062acd1827a", + "metadata": {}, + "source": [ + "### Continent" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "02d6558d-b488-4904-b1bf-f4bb57a6b7b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NumberCost
Continent
North America151.9520
South America121128.3018
Asia13748.8995
Europe151075.4892
Africa4810050.9952
\n", + "
" + ], + "text/plain": [ + " Number Cost\n", + "Continent \n", + "North America 1 51.9520\n", + "South America 12 1128.3018\n", + "Asia 13 748.8995\n", + "Europe 15 1075.4892\n", + "Africa 48 10050.9952" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "number_df = (\n", + " microg_df\n", + " .groupby(by=\"Continent\")\n", + " .count()\n", + " .drop(columns = [\"Cost\", \"Country\", \"Item\", \"Country_3\"])\n", + " .rename(columns = {\"Cohort\": \"Number\"})\n", + ")\n", + "amount_df = (\n", + " microg_df\n", + " .drop(columns = [\"Item\", \"Country\", \"Cohort\", \"Country_3\"])\n", + " .groupby(by=\"Continent\")\n", + " .sum()\n", + ")\n", + "continent_microg_df = number_df.join(amount_df)\n", + "tmp = continent_microg_df[continent_microg_df.index!=''].sort_values(\"Number\")\n", + "continent_microg_df = pd.concat([continent_microg_df[continent_microg_df.index==''], tmp])\n", + "continent_microg_df" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "11e2cfc6-3c41-4b2b-8f2c-f474d9414d05", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(continent_microg_df.Number\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Number of microgrants\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "efd18cc8-0f1a-4472-8b3f-ca06378783d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CohortOLS-3OLS-4OLS-5OLS-6OLS-7OLS-8
Continent
Africa2.01.05.06.021.013.0
Asia3.02.05.01.01.01.0
Europe1.0NaN3.05.03.03.0
North AmericaNaNNaNNaNNaN1.0NaN
OceaniaNaNNaNNaNNaNNaNNaN
South AmericaNaNNaN3.0NaN6.03.0
\n", + "
" + ], + "text/plain": [ + "Cohort OLS-3 OLS-4 OLS-5 OLS-6 OLS-7 OLS-8\n", + "Continent \n", + "Africa 2.0 1.0 5.0 6.0 21.0 13.0\n", + "Asia 3.0 2.0 5.0 1.0 1.0 1.0\n", + "Europe 1.0 NaN 3.0 5.0 3.0 3.0\n", + "North America NaN NaN NaN NaN 1.0 NaN\n", + "Oceania NaN NaN NaN NaN NaN NaN\n", + "South America NaN NaN 3.0 NaN 6.0 3.0" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_continent_df = (\n", + " microg_df\n", + " .drop(columns = [\"Item\", \"Country\", \"Country_3\"])\n", + " .groupby(by=[\"Continent\",\"Cohort\"])\n", + " .count()\n", + ")\n", + "cohort_continent_df = (\n", + " pd.pivot_table(cohort_continent_df, index = 'Continent', columns = 'Cohort', values=\"Cost\")\n", + " .reindex(['Africa', 'Asia', 'Europe', 'North America', 'Oceania', 'South America'])\n", + ")\n", + "cohort_continent_df" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4ecf0456-5966-4c5f-996b-7810e127deeb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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clStXVkBAgJKTk3XgwAEdOXLErv+BvfoY54CAADVs2FAVK1ZUcHCwMjMzdebMGe3YsUOpqf/c/7ljxw517dpV27ZtU3h4eJE8R5Rdly9f1oKffjbEunS/0U3ZAADcacm8ZZoz9SedPHZSqSkX5enlqXLBQYqsGKEG1zVQ8/bN1Oj6Bu5OE3CpoweOGdqVqldUwulETXljhvZu3W/V/1x6ks6dTdLeLfs1d/ICdbn1Bg19ZJB8/XyLK2XApQL9AnR/nzsMsZ/W/OqmbICyz9fTRxH+YaofVls9q3VS0wjjEfrT985V7IW4PEYDANyFoiwAl5oyZYqhsDh8+HCrPgMGDFBISIilWPnDDz/oww8/VHBwsFXfo0f/+UT6nDlz9Oyzz1rab731lgYPHmw1JjQ0NN8c//Of/yg1NVVhYWGaMGGCRo4cKV9f4y9HrlzXGUeOHNHAgQMNBdny5cvrpZde0v3332/zuSYmJuqnn37SlClTCpy/du3auvfee3XzzTerefPmNncvZmVlad68eXr++ed15MgRSdLx48f1yCOPaObMmYV4drgWfPL+ZzqXeM7SLleunG4bdKsbMwIAuMuapesM7azMLKVfTlfCmUTt3bZfc6fPU+2GtXT3v+5QszZN3ZQl4Fop54wftMzMyNCrD05QasrFAsfmZOfo959WKGb3YT016TGFRoS6KEug+Ey8/wVVLF/B0j6fmqyvFn/vxoyAsiPQy1+zbv7Yrr6Xs9M1efcs/Xbsz4I7AwCKHUVZAC6Tk5Oj6dOnW9oeHh669957rfr5+/tryJAh+vLLLyX9tSNv5syZGjVqlFXfGjVqWP47IsJ45FdERIThcXulpqYqPDxcK1euVJMmTWz2qVmzpsPzXumee+7R+fPnLe0GDRro119/VfXq1fMcExERoQcffFAPPvigzpw5k2e/5557Th9++GGBx8h6e3vr9ttvV48ePdStWzdt375d0l9F8AkTJnCMMfK0/PcV+uH7OYbYvx5/SCEhIW7KCABQ0h3ed0Tjn5ioAffeprseHsJdmyhzLl+8bGh/NXG6pSDr6++rrrd11nVtmyg8KkwZaRk6HhOnVYvW6ODOGMuYY4dO6KOX/6cXPnpGXl78egalV/+OffRY/5GG2EtTJ+l8arJ7EgKuQefTU7TgyDL9duxPXcgs+ANCQJHw4N/4gKP4Vz8Al1m8eLFOnTplaXfr1k1Vq1a12XfkyJGWoqz01z20toqyrvL+++/nWZAtrKVLl2rt2rWWdlBQkH7++ed8C7JXi46OzvOxatWqOZRPWFiYvvrqK7Vq1UrSX8cff//993rppZccmgfXhoMHDunVF8cbYm07tNWgoQPdlBEAwF3CI8PVosP1qtuotqrUqKyg4CCZPExKTbmoIweOasuardq+fqelv9ls1tzp82Q252rYI3e6MXOgaGVlZikrM9sQS4r/6wOYlWpU1DNvP6HyFYzXg9SoX12db+6oxTOXaOYn/3zYLWb3Ef3y7W+6bbjxLk6gtLiuVkPNeO59Q+y3zSv02c8z3JMQcI0K8wtR3xpd5Gny0Pwjy5SWne7ulAAANlCUBeAykydPNrRHjBiRZ9/27durfv36OnDggCRp48aN2r17t8sKpVeqWrWq7r77bpfN/9lnnxnaTz/9tOrUqeOy9ezRsmVLVa9eXceO/XUX1pVFY+BvZ06f0VOPPK3Ll//ZCVKxUrRemziWHU8AcA2p07i2Xv7gBTVr0zTP9/8G19XTTbf3Vsy+w3r/lY91+sQ/p3z8NGOB6jWpqzadWxVXyoBL5ebm2owHBPnbLMheqe8dvXQ+IVm/zV5mif02e5l6395dfgF+RZ4r4EpVIyvpl//OULmAIEss9swJDXvjcTdmBZQ9l7PTdd+S5yxtk8mkQO8AVQgor8bh9dSlajuF+gYrKqC8hjUcoF7VO2vipk91KDnWfUkDAGzK/6xLAHBSfHy8fvnlF0s7ODhYAwfmv7Pu6vtm7blLtSj069evwKN/nZWbm6sVK1YYYg899JBL1rqa2WzWxYsXdfr0acXGxlp9RUZGWvru27evWHJC6ZF0LkmPjnpC8fEJllj5iPL66IsPFRYe5sbMAADFrWWH5rq+7XV2fSCnTsPamvjVeFWqVtEQ/+aT75WTY7uQBZQ2vn6+Mtk4rq/3kJ75FmT/NuiB2xQQ5G9pX7pwSTs37C7SHAFXiwwtr6Vvfq8qkf+8358+d1Y9n79LiSlJbswMKHvMMis+7Zzl6+zlRB1JOa51p7fpqz2zdP/S0fr5yO+W/lEB5fXfDk+rernKbswaAGALO2UBuMSMGTOUlZVlaQ8ZMkT+/v75jJDuvfdejRkzxvLJ86+//lpvvPGGfHx8XJpr8+bNXTb3vn37DHfJ1q9fXxUrVsxnhPMyMzO1ZMkSzZ07V1u3btX+/fuVkZFh19grcywK8fHxSkhIKLijDZGRkYqKiirSfOCYlJQUPfrg4zoee9wSCw0L1cdffqhq1W0fQQ4AwN/KhQTpydce03MjX5LZbJYknTx2Sru37FGzNk3dnB1QNHz9fJV+2Xg0ZMc+7ewb6++rlp2ba9Wif06r2b/toNp0ZTc5SoewcqFa9uZM1a9a2xJLSD6nHqPvVMzJo27MDLg2ZeRk6vNd3yknN0f96/SSJAV6B+jJFvfrPytfc3N2KNM4RA1wGEVZAC5x9S7X/I4u/lvlypXVo0cPLVmyRJKUmJioBQsWaPDgwa5I0cKVBcDTp08b2o0bN3bJOvPnz9eTTz6po0ed+x/glJSUIs3n008/1auvvurU2LFjx2rcuHFFmg/sdzH1oh4b9R/FHDpsiQUHl9PHX3yg2nVquTEzAEBpUqtBTTVr29Rwx+z29TsoyqLMCAjyNxRlQ8KDFVkxwu7xtRvXMhRlTx07nU9voOQIDiinJW98q+tqNbTEki4kq+fzd2rvsYNuzAzAjH1zdUPl1irv/9fpVnVCq+v6yEbanrDXzZkBAP7G8cUAitzatWsNx+HWqVNHHTt2tGvsyJEjDe2r76V1hXLlyrls7nPnzhnaYWFFf+zr+++/r/79+ztdkJVk2cWCa9ulS5f0+MNPav/e/ZZYYFCgPvjfe6rXoJ4bMwMAlEbN2zUztI/FHM+jJ1D6RFetYGiHlA9xaHxY+VBD+2LKpcKmBLhckH+gfp34jVrV++f9PeXSBfV5cZh2HKboA7hbZm6W1p3ZZoi1jGripmwAALawUxZAkbu6kBoTE2PXHWS2LFmyRHFxcapSpUpRpOZ2zn4f8rJhwwY9/fTThliNGjV01113qUOHDqpVq5aio6Pl7+8vX19fw/pdunTRypUrizQflF5pl9P0n0ee1u6d/9xnFhAQoA8+e1eNm7pmhzcAoGyLrBhpaF9IvuCmTICiV7lmJe3d8s8H2by9Hfv1ipePsX9WZlYePYGSIcDPX4ten6H2jVpaYqmXL6rvi/do04Ht7ksMgMHJi2cM7YqBXA8FACUJRVkARerixYuaPXt2kc2Xm5uradOmacyYMUU2Z3GKiDAeYZaUlFSk87/66quWO3gladSoUfrkk0/k5VXw2/uFC677xegjjzyi22+/3amxkZGRBXdCkUpPT9dTjz6jHVt3WGJ+/n5695O3dd3117kxMwBAaebj62NoZ2RQdELZUbW28UOjly9edmj81f2DQgILnRPgKn4+flo4frpuaNrWEruUdlk3jxmudXu3uDEzAFfLzs0xtL09+PU/AJQkvCsDKFKzZs3SxYsXi3TOKVOm6KWXXiryXabFoWLFiob23r1Fd6TTpUuX9Pvvv1vatWrVsrsgK1nfd1uUoqKiXHpXL4pORkaGnnnsOW3ZtNUS8/X10dsfTlKLVs3dmBkAoLRLTU41tINDXHdlBFDcrmvXRCaTyXINSPypRGVmZMnH19uu8XFHThnaYZFFf80JUBR8vX214LUp6np9B0ssLSNd/caO1KpdG9yYGQBbIvyNf58kZ3BSCVyoFP6uFnA3irIAitTVRxd/8803dt8ne6Xhw4frzz//lCQdPXpUy5cvV7du3Yokx+LUsGFDhYeHW3bIHjhwQGfOnFF0dHSh5z527JgyMzMt7T59+thdkD1y5IjOnDlTcEeUaVlZWRr9nxe0cf0mS8zHx0eTPnhTbdq1dmNmAICy4NCeGEM7LDLUPYkALhAWEarajWspZvdhSVJOdo72btmn6zvYd8rIrg27De3619Ut8hyBwvL28tbccV+qZ8vOllh6Zrr6j7tff2xb48bMAOSleaTx+qFTl+LdlAkAwBYPdycAoOzYt2+f1q1bZ2lHRERo6NChqlGjhsNfw4YNM8x9dbG3tDCZTIZistls1hdffFEkcycnJxvaISEhdo+dNm1akeSA0is7O1svPD1Ga1f/85r18vLSxHdfV/uO7dyYGQCgLMjMyNT6FZsMsSbNG7kpG8A1bripg6H926xldo07sOOQjuyLtbRNHiZd175JUaYGFJqnh6dmj/lMN7X55/9nM7MyNfi1h7Rk80o3ZgYgL60qXKd6YTUNsfWnt7kpGwCALRRlARSZqwunt99+u907N682ePBg+fj8cw/Z3LlzrYqQpcW///1vQ/udd97RkSNHCj1vWJjxSJr9+/fbNe7YsWP68MMPC70+Sq+cnBy98vw4/bn8T0vM08tTr789Xjfc2MmNmQEAyop5Xy9QUkKSpe3h6aEWHTkWH2VL55s6qlL1f64r2bt1v36duTTfMRfOX9BXE6cZYm26tlKFylz9gZLDw8ND377wkfp37GOJZWVnaejrj+iXDb/nMxJAYdUJra72FR3/N1Pd0Bp6usUDhtiuxAM6lnqyqFIDABQBji8GUCSysrL09ddfG2J33XWX0/OFhYWpT58+WrBggSQpPT1d3333nR555JFC5ekOXbp0UefOnS3HMV+4cEH9+vXT4sWLVbVqVbvmsHXkce3atRUUFGS5w3fhwoXavXu3mjTJ+1P2iYmJGjhwoFJSUpx8NigLxr/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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(cohort_continent_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "ax.set_title('Number of microgrants')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "74b0f6e4-cd60-45cc-8c51-635409edcb71", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CohortOLS-3OLS-4OLS-5OLS-6OLS-7OLS-8
Continent
Africa57.4289.401004.29602079.73264764.87862135.260
Asia228.250125.64216.849544.980053.100080.080
Europe90.248NaN93.6884576.4600183.5228131.570
North AmericaNaNNaNNaNNaN51.9520NaN
OceaniaNaNNaNNaNNaNNaNNaN
South AmericaNaNNaN251.2318NaN605.7260271.344
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" + ], + "text/plain": [ + "Cohort OLS-3 OLS-4 OLS-5 OLS-6 OLS-7 OLS-8\n", + "Continent \n", + "Africa 57.428 9.40 1004.2960 2079.7326 4764.8786 2135.260\n", + "Asia 228.250 125.64 216.8495 44.9800 53.1000 80.080\n", + "Europe 90.248 NaN 93.6884 576.4600 183.5228 131.570\n", + "North America NaN NaN NaN NaN 51.9520 NaN\n", + "Oceania NaN NaN NaN NaN NaN NaN\n", + "South America NaN NaN 251.2318 NaN 605.7260 271.344" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_continent_df = (\n", + " microg_df\n", + " .drop(columns = [\"Item\", \"Country\", \"Country_3\"])\n", + " .groupby(by=[\"Continent\",\"Cohort\"])\n", + " .sum()\n", + ")\n", + "cohort_continent_df = (\n", + " pd.pivot_table(cohort_continent_df, index = 'Continent', columns = 'Cohort', values=\"Cost\")\n", + " .reindex(['Africa', 'Asia', 'Europe', 'North America', 'Oceania', 'South America'])\n", + ")\n", + "cohort_continent_df" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "d7515923-a791-41dc-be24-a9933780bbcd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lfk1cudLTMnR03zElxCYoKTFJzs7O8vX3Vb1GIWrcspHpTL2qZu/WfcrMKDiao0Xb5gppZN0OEQNv6K/Nq7aaylvX7tAtE0o+t9BW1X2NRwakp2XY/RqOLrBxoKGcm5WrzNRMVfOuVkkRlZ+0hDTFnIhR+oUMZSZnytXDVZ5+nqrZNMjiOZFVRdhlq+QkqXm/5la9bjg7O6tZ32ba+3fBzbqntoUp+Jpgu8dYrbrx5ykrPdvu17BVz9Zd9PhNBWeUPvLxS8rIqtjXAG8P4xnd4bHWJ8bOnj9nKPv7+JUqhuCAWup+TSfVqhGkQN8aSklPU0xirLYf3atTUWdKNaYjGN3bePTG9yv/MOwEU5S8vDz9uGquXrrtcVPdmD7Xa+PB7XaPMT450VD28bJ81rsjCWgUYChf6XPG+RPnlZF0ac5wk4efh2o2CZJP7Yo7V9veTm83zhnN+ja1es5o2qeJ9s8v2Ino9PbTqn1NbbvHWHjOyM6o/DkDAOyFZC6Acpeenq6ff/7ZVPb19dXo0Rc/VLvvvvtMK3Rzc3P13Xff6aWXXrJqXGv+oCqN7Oxsbdq0SWfOnFFUVJTy8vLUpk0b3XjjjXa/VnJysjZv3qxz584pNjZW2dnZ8vX1VePGjdWuXTvVr1+/5EEKOXv2rA4fPqzQ0FAlJSUpNzdX/v7+qlWrlrp3766QkJCSBwHKaMf2nTp7tmArMldXV4282f6/Q7h6Fd6doUHDBnJ3t351ZPPmzQ3l9es22CWu4oSdCtOX0782lSe+8KwCAwOK6QFYtmfLPs37cYGO7D1q2Ir4cj41fDRo5ACNumukqvs6/oe8l9uzxXiWXZvOrYpoaa5Vx5ZycXEx7Qxx6liYEuMvqEZA6ZIVRTkfFWso+wf523X8qsDZxfwD3Lyc8nl/XhnycvJ0ZM1RHV5+WPFnEops51vHV+1vbKeWA1tY/Jo4srN7jdvG1mltfTK2Tus6hmRu+O5wyboNMmySEmu8gdfb36uIlhXD3c1dMyd+aDqaYfby37Rqd/m/hygsKuG8oezhZn1CzMPdw1COT0q0uq+ri6seuP42PTbyXrVvUvRr87HwUP339680c+kvys2zPE85quFdBxjKa/duttzQgrV7NxuSuddfO1ATv5pqr9BMGtY2/k1/Ls7xd4e4GuaMY2uO6ciKo0o4W8ycEeyrtje2UfMBzavcnBGxL8JQDrZhzghuFWxI5obvidC1xZ+OUyopsamGslclzxkAYE8kcwGUuz/++EMXLlwwlcePHy9PT09J0j333KPXX3/dlJidOXNmsclcJ6eit8qZMGGCJkyYYFb/xhtvaPLkyaby5MmTNWXKFFN5zZo1GjBggOLj4/X666/rl19+UXx8vGGMDh06GJK5a9eu1cCBA4u8RnHy8vL0559/6uOPP9a2bdtMW21a0rx5c40ZM0YPP/ywmjSxvH1NVlaWli1bpj///FOrV6/W2bNni71+ixYt9NRTT+n++++Xh4dHsW2B0pr35zxDuU+/PgqqGVQ5weCKlHTZvCJJPr623eVeuH1UVJSSk5Pl41M+d8vn5eXpjdenKCvr4haI13a/VjePvqlcroUrV1Jisj6e9Jn2by/5jOXkxGT9/cMCrZ6/Rs+9+7Rad7I+IVrZzoQaE0wt2jYvoqU5D08PNWhaX6eOhZnqzoaG2z2Zu26JcZv3tp1bF9HyylV4u1snFyd5+FwZ7y3Ph8Zq1cerlRxd8vaMSZFJ2vDNRh1ecVjDXrxO3gFV4+aJ3Oxcs++hLWfR1m5hbHshKkm5OblycbXf+fO5ObkK3RRqqKvTxrpdnMrL5Luf1TUNmkmSYhJiNfFL+yfqrLF+/1ZDuXPzdlb37VKo7fZje4toadS5eTv99toXamrFlr4t6jXR18+8r0dH3q0bX7tP5+KirI6vMrm7uatZSCND3ZbDu6zuv+mQ8diO5iGN5ebqpuwc+60OdHN10/j+xveQa/Zsstv45eVKnjNiQ2O19pN1hm3ri5IUlaRN327WkRVHNeSFwVVszjA+P1vOoq1VaM5IKqc549TmU4Y6W25SQimxozlQYarWLUAAqiRLWyxfUq9ePQ0ePNhUPn78uP7555+KCs1k48aNat++vaZPn26WyLWnY8eOqXPnzrr11lu1adOmYhO50sWvx/vvv6+pU4v+kOC5557TTTfdpO+++67ERO6lGB5//HH16NFDoaGhJbYHbJWcnKxVK1Yb6kbfcnMlRYMrVeGt9bOzrDsn7pIsC+1DT5bfa+LPP/2iPbv2SJI8PDz0+uRXi+8AFBJ5NkqvPDjJLJHr6eWhNp1bqdeQHuox8Fo1bdXEcE5c8oUUvfnUe9qzZV/hIR1WRJhxC9Dg+rZtw1c7xPiBYfipiCJals7SP5Zr/dKCs3hdXFx0w23Di+lxZQrdYvzAtGaToCvijMLTO89o4eRFZolcL38v1etYT017N1XDrg3kW8e4vXJcWLz+fnW+UuKMq4IcVeK5C8rPyzeVPf085O5l/Q4X7l7uhkRMfl6+Lpy7UEwP2+Tm5OqfL9Yr6bLvg3egt5r0rLzzXTs1a6vnxj1iKj/9xWSz7W4ryqrdG3TkzAlTuW/ba9Wucck37dQNDNYtfUaYylnZWfp5zd8l9ruh+2D98+GfZoncc3FRWrJtjX5a9ZfmbVyqY+HG91KdmrXV1k8XKCSocpPw1mpZr6lcXQrWvUQnnFdyWkoxPYyS01J0PjHOVHZ1cVWLeiWfKWotN1c3zZz4oSHhfCYmQr+tW2i3a5SXsK3GLXqDrpA54+yus1oydalZItezhqdCOoSoSe8matC1vnyDjXNG/Ol4LXx9kVKryJxxodCc4eFr+5xRzadgB4H8vHwlRdrvDPTcnFxt+HKjYe72DvRWox6N7HYNAKhsrMwFUK5OnDhhSM42b95cvXr1MrS57777tGLFClN55syZ6tevX4XFGBoaqueff96UxPX29la3bt0UHByslJQU05m+ZbV27VqNGjXKsEpZurj9bKdOnRQSEiIvLy8lJibq6NGjCg0NVX5+fhGjFSi83bSXl5datWqlOnXqyNfXV1lZWYqKitLevXuVnFzwxnbv3r0aOHCgdu/erYAAtvm8kvz525/69stvFRp6ShcSL8jV1VV+NfxUt24ddezcUb379FLnrp3L7fpLFy1TRkbBuWE1awapd9/e5XY9XJ38atQwlM+fj7XcsAixFtqHnTqtDh07lCUsiyIizunTjz8zlR957GE1aNjA7tfBlSszI1P/eel/io6IMdXVbVBHt//rVnXr11UuhbbpS4hN0K/f/qlVf6+RJOVk52jalOn6z3fvKLCWY8/5yRdSlJJk/OA8qHZgEa0tCwo2to8ML9uKsIz0DMXFxOv4gRNavXCdDu85Ynj8jkfHq2Gzq+t3OjsjW0fXHDPUNerWqHKCsaOE8ASt/mSNcjILbris17GeuozrrFoWViDFnorV5tlbFHXk4hanqfFpWj1tjW58Y4TDn1ldeJWcd2D1IloWrXqQtzKSC97zXYhKUkCD0r3G5OflKzsjW0lRSTp3MFKHVxw2JHJd3F008IkBcnWvnI+xXJxdNPO5D+XmevFmsiXb1ujnNfMqJRZJys/P1/0fTtTq//wqD3cPubi46I9JX+m6l+7Q6ehwi31q1QjSvCnfytuzYNvRt+ZMU2QJW/S2atBcv7w63dBvybY1euP7D7X96B6z9h2bttEnj01Rv/Y9JEn1atbRz698pgHPjSu3o5LspfCq3DMxtt8MdCYmQjVrFMxDzUMa62DY0VLF4+TkJB/P6mpat6EGduylR2+8xxBjWka67nz3CWVmZxY9iAPIzsjW8bXGz1Uadq3682ZieKLWTltnmDNCOoSo09iOFletxp2K09bvtyn6/+eMtPg0rft0nYZPGu74c0ahG5yqB9m+orh6UHVlJhf8rCZFJcm/fumOqTDNGdHJijoYqSMrjxoSuS7uLur3736VNmcAQHngFQ1AuZo5c6YhIXnvvfeatRk9erT8/PxMSc7ff/9d06ZNk6+vr1nbU6cKVgD88ccfev75503l//znPxo7dqxZnxqFPvAv7Omnn1ZycrL8/f31zjvvaMKECapWzXjm0OXXLY3Q0FCNGTPGkMgNDAzUq6++qgceeMDic42NjdVff/2lmTNnljh+06ZNdc899+iGG25Qp06dLP4hkJ2drXnz5umll14yrcg9c+aMHnvsMf3yyy9leHZwNEsXLzOUs7KylJaWpshzkdq5Y5dmfD1Trdu21pNPP6Eevbrb/fp/zZ1nKI+8eaRcXXnLAftq3LiRoRwTHaPoqGjVDrZuBd/ePearFFNSrF95YYupk6YqPT1dktSyZQvdc185HBCFK9oPn87R2cu2Hu7Us4MmvvO0qnlYXhHhH+Svf730oEIa1tX3036SdHHb5V+//kOPvfZwhcRcWmkpaYZyNY9q8vC0bRtGP3/jlsqFxyxOanKq7rvOuq+Rh5eH7n3yTg25eZBN8V0Jts3ZofTEdFPZ3dtdLQe3rMSIyi4/L1+rPjYmcjuP7aQu44q+AS6ocZBumDRCqz5eo7BtYZKk6CPROrH+pFr0t3578MqQlWbcocLTz/btTj38PA3l7DTrd8kI2x6mFf9dZVVbn1o+Gvjv/qrd0rZV+vb00m2Pq2PTNpKklPRUPTrt5UqL5ZLNh3bqxtfu05yXP1Mt/yC1qNdE+75aoRlLf9HSHWt1Ojpc+fn5qlezjgZ36qOHR9ypIL+CZPuXC3/Qmz9+XOw1nJyc9OtrX6i6Z0Hi5o3vPtTUH/9XZJ89Jw9q0PPj9etrX+iWvhdXAfdt1113DhqtH1b+WbYnXc5qeBv/Lo+5bJWttQr38fO2/giPm3sN07wpM0puKCk08rTueu9JbT6006b4KsPOn3eazRktBrWoxIjKLj8vX2umrTXMGR1v6ahOYzsW2SewcaCGvzZMa6et0+ltF1cqRx+NUeiGUDXr16y8Qy6TrFTj67uHr2cRLYvm4WucZwrPQ8U5vf20Vn+0xqq21WtVV7/H+5kdBwAAVR2frAIoN7m5ufruu+9MZWdnZ91zzz1m7Tw9PXXrrbfqm2++kSSlpaXpl19+0cMPm3+Q1qhRI9P/g4KM528GBQUZHrdWcnKyAgICtG7dOrVt29Zim8aNy7ad1913362EhART+ZprrtHSpUvVsGHDIvsEBQXpoYce0kMPPaSoqKJXlLzwwguaNm1aiXdyurm5ady4cRoyZIgGDRqkPXv2SLqYPH/nnXeKPJMXV6ZDBw7p0Yce0/0PTdC/n3q82POobXH82HEdOnDIUDeKLZZRDoJqBqlR40YKOxVmqls4f6EeePiBEvumpaVr9UrzD5BTU+2/zdncP//Sls0Xz7VzdnbWpKmTuLkBNok/n6BVC9aayjXr1NTEd54qMpF7uZG3j9D+HQe1e9MeSdL65Rt1+6O3yj+wRrnEag8Z6RmGsns1tyJaFq1wn4y0jCJalo5fgJ9GjBumIaMGybdG+Zyz7chObQvToWXGub7b+C7yqF6tiB5Vw6ltYUo4W/B+vUnPxsUmci9xdnHWgMf76dejUUq/cPFnbf/C/Q6fzM3OMJ7hWZrVS65uxrMOs9Ltdy6oJAU2ClCb4W3UrG9Tu56raKtWDZrrtTufNJVfn/2fIle/VrRVuzeo1QMD9PSYB3Xn4NFqUqehnrnlIT1zy0NF9jl85rgmffdf/fHPohLHH9NnhNo1vsZU/nXt/GITuZfk5uXq3g+eVp+23VTb/+IKxefG/cvhk7mXJ60lKT3T9vkjPcvYx8fT9lXvxdl94oCmzZupn1b9ZdezeMvL6e2ndXi5cUeLzrd2VrUqPmec3n5aiWcTTeVGPRoVm8i9xNnFWX0f7aPoI9HKSLr4s3Jg4UGHT+bmZBp/1lzcbX9NLtwnO734Y8dsFdAwQK2Ht1KTPk0qdc646lwB26UDVYVj7+EAoEpbsmSJzp0rOPNs0KBBql+/vsW2EyZMMJQLn7Nb3j7++OMiE7lltWLFCm3atMlUrl69uhYsWFBsIrew4ODgIh9r0KCBTVvy+Pv769tvvzWV8/Ly9PPPP1vdH46rVu1aGjNutCZNfV2zfpypuQv+0LxFczX7p1l66dUX1KtPT0P7/Px8zfh6pj7932dFjGi7v/6cZyh36daF7WRRbm4YOcJQnjXzO0VHxxTRusDnn36u5GTzVbipqdav3rNGTEyMPvpPwQeed9x1u9q2a2PXa+DKt/yvVcrJLviwa9wDo1XNw/oPQEfeXvB7kpOdoz1b9to1PnsrnHh1cy9NMteY6C6cIC6rC/EXtHzeKi2fu1Jpdn7dcHRxYXFa9/k/hrqQ9iFqdV3JZ3U6uoNLDhYUnKRud3Szuq+bh5uuGVKQ8Io/k2B2fqKjKZzMdXErzQfzxgRwToZ9P5iPC4vXoeWHdXJjqOGsxork5OSkGRP/Kw/3iyvKdhzbq2nzSt45qSJdOuM1M7vkVW4bD27Xk59PsiqRK0lPjir4Oz0vL08vzXjX6rhSM9L01aKfTOX2TVqpYe16VvevDNUv20pakjKybN++uHACuPCYZdWpWVs9ftO9un3gzXa7Ibe8xJ+O1z/T1xvq6ravq2uGVu2dHCTp0NLDBQUnqevtXazu6+bhppZDCr4GCWcTlHze0ecM4+t7aeaMwjcN5WTY92aE+NPxOrz8iEI3nqq0OQMAyhPLAgCUm8IJ2fvuu6/Itj179lTLli119OjFs2S2bdumAwcOlFuC9XL169fXnXfeWW7jf/HFF4byxIkT1axZ5d512aVLFzVs2FCnT1/c2ufyZDOqnrbt2mr6N5+rZ68eRf5B37FTB9125206eOCQXn7+FZ05fcb02MxvZ6ldh3YaOHhAmeLIzsrW4gVLDHWjWZWLcnTbHbfp+1nfmxKzyUnJevyRf+vzrz5T7dqWt9X6fvYP+un7ORYfc7bzB2LvTH1XyUkXP5ipW7eOHn/ycbuOj6vDvu37Tf93dnFWj4G2bY9/TYeWcnFxUW5uriTp8J6jGnhDf4ttU5NTlWrllsRxMfGGcmLcBcVEnreqr4enh9UrWkvzQXVZPtz29PbU53M/NpXz8/KVlpKmmMjzOrz3qNYv26ikhCTFRcfp12/+0KoFazTx7afUrHXTUl+zqkiJTdGy95cbkoDVa1bXwCf6O3xCoSTZGdmKOV7w81uzaU351rJt1XXd1nW0+889pnLUkSj5FDFGWmKacrNyrRo3I9mYTLIlSezh6yE3DytviCjFt7As3/Z67evptk9vNZXz8vKVlZKphIhEReyL0KmtYcrNzlVsaKzWTf9HR1cf1dCJQ8y26SxvT41+QD1bX0zSZOdk68GPnneoc18fvP4O/e/RN8xWlBald5tuWvH+z9p/6oj+9clL2nRwR5FtvTw81aNVwer07Uf3KizqrE3xrdmzSZPuetpU7tuue5Grmmv715SHu3U3KwX5Gs9mtiVJHHshXqkZ1s11+bI9IXT5MVO2Wr5znRrd1cNUdnVxlX91P7Vu2FxDO/fT2H4j5OHuoa4tOui7Fz7WA8Nv05gpDykuKaGYUStHSmyKVnyw0nCTR/Ugb/V/vN8VMWecv2zOCGoSVOTrfVHqtA7W3rkFN9hFH4mRT81i5ozsUs4ZNiSJPXysnzMq+lsY0j5EY6fdYirn5+YrMzVLieGJOrf/nE5vC1Nudp7iTsVpw5cbdHztcQ16ZmCFzxkAUJ5I5gIoFzExMVq0qOBuX19fX40ZM6bYPvfee69eeeUVU3nmzJn66KOPyi3GS2666SabVrbaIi8vT2vXrjXUPfLII+VyrcLy8/OVmpqq5ORkZWaa31Fcs2ZNUzL38OHDZo+j6ujbv4/Vbdu0ba0ffv5O99xxn06HnTbVT/vfNPUb0FcuLqXfjmjN6rVKTEw0lav7VNeQ64aUejygJL6+Ppr81mRNfOo5U93xY8c1+sYxGjd+rHr37a1atWoqIyNTR48c1V9/ztPuXbtNbWsH11Z0VLSp7ONrv+1SlyxeqjWr15rKr056RV5etp8thatbVmaWQo+cMpUDawUq+UKyki/YtnrDy8dLyYkX+0RHFL16fdGvS/X7jLmlivXjSdbv8tB/RF/9+/V/WXzMw6vQeWqZ1p+nVlQfW87cdXZ2Vq06Nc3qG7dspO4Duun2R8bpx89/0dI/lkuSYqPiNPXJd/XWV2+oQVPLO9BcCdIvpGvxW0uVGl+QAPGs4akRrw6XZynOzXM0McfPKy+3IEHnW8vH5pW1hfM3SdFF91/9yRpFHir6GJXi/PLEb1a37f9oX7UYYPlcysIf2FubXL5cTqE+rh7Wf8TkWs3VYvKjZrOaatG/ubrdnqK1n/+jyEORkqSoI9Fa9OZi3fzWTXKtVjEfZTUObqC37nvBVP7oz2+09+ShYnpUrFfueEJvT3jRULf96B5NX/C91u/fpnNxUcrLy1dwQE31aNVZD4+4U4M69ZYktWt8jdZ9+Ice+PA5fb/iD4vj92jVWe5uBTsdhEadtnllrXOh7Teb1il6d6pfXp2uAR16Fvl4ccJ+3GJ12/v+84y+W/67xcdS0o1JXk932xNBntWMfQqPWZz0zAyLye4dx/bq+xV/6JWZ7+m7Fz7WwI69JEn92vfQ6v/8ph5PjizVltDlJf1Cupa9s1xpheaM614ZdkUk186fMM4ZPrV8bF5ZWzjpnxydVGTbddPWKepwdJGPF+ePJ63f2rzPv3qreRFHBLgVen0v/PpvjcIJaVdrbzbS/88ZFpLdNZsGqXn/ZkqJ7az1X2xQ1P/PrdFHorX0rWW68c0bKmzOAIDyxqsZgHLx/fffKzu74K79W2+9VZ6exX/Qc8899+i1114z3en8ww8/6L333pO7e8lnwpVFp06dym3sw4cPG87KbdmyperUqVMu18rKytLy5cs1d+5c7dq1S0eOHLGYxLXk8hjtISYmRufPW7c6p7CaNWuqVi3LK+pgH341/PTef9/RHePuMv0ReSo0TNu37lCPXrat+LrcvLnzDOXrRwyXh0fV/2Mdjm3I0MF64eXn9d/3PzTNH6mpqZo98zvNnvldkf3uuOt2paSkaP68BaY6Hx/7JHMTEhL0/jsfmMrX3zBcffpZf9MFcEli/AXl5hR88HU+8rweH/N0mcZMSTLfYtyRFE68ZmXavgVfWZK5JanmUU0PTLxXLq4uWvTLxd0o0lPT9dnUL/X+7Leq/GojSzJSMrX4rSW6EHnBVOfh46ERr10vvzp+lRiZ/aTGGX8vTm4K1clNoWUaMzPF9u1ZK1LhZG5Olu1bJOcW6mP1KmArVA+qruEvX6fFby5R9LGLN6HEn0nQ9l92qOe9PUrobR/fPPuBvP9/i9yT58I0+fvyv9HYWgM79tKb9z5vqHvjuw8tnmd7Ojpcp6PD9eva+XpoxJ368ql35ezsLFcXV82Y+F+dOBdmcYVu/Zp1DeXbB47S7QNHlSnuAJ8aZepf3lLSUw3lwolZa5glczNSi2hpu7Pnz+n6V+7Wqv/8ot5tLm4F375JK7094UU9++UUu12nLDJTMrXs7eVKiixITlbzqaZhr1wnvzq+lRiZ/aTGGb+npzaf0qnNp4pobZ3MFNtvXqtIrtXscQNQ4TnDfmmJ6kHVNfTFIVr29nLF/P+ckXA2QTt/3aXu91xrt+vAgivvrS/gsDgzF0C5mDnTeI5QcVssXxISEqIhQwpW8cXGxmr+/Pn2Ds1MeSYOIyMjDeU2bcrnrMS///5b11xzjUaOHKlZs2Zp7969VidyJenChQslN7LB9OnT1bZt21L9mz59ul1jgWWtWrdSz97GD8I2bSj9dttRkVHasmmroW702FGlHg+wxZ1336HPv/pMjRo3KrGtl5eXXnn9Zb3w8vOKKXS+blBQoF3ief+dD5QQf/EmGT8/Pz3/0vMl9AAsS75g/8RreprjrNyxxKu68ea/zIxMm8+8vRBvXN3i5WPf8wol6fZHbpV/kL+pfOpYmPZtP2D361S2rLQsLXl7qeLPFNz4V83bXSNeG66A+v7F9KxaCm9LaQ/Z6fY9C9De3L2MH8xnJNn+2pBeqI+7t31vwnV1d1XvB3sb6g6vPKKstPJPejw04k4N7lRwI9YjH7+kjCzHef18e8KLht2lZi//zWIit7BvFv+kt+dMM5VdXVz1yWOWk4CBvvb/Hffxsm476MpyIdW4urKmn+3vDWvVMPZJTCl6xWVpZGZn6tFPXjHUPXLDXfL1st8OM6WVlZalZe8sV8LZgjnD3dtdw165Tv5X0JyRWR5zhp3Pj7U3szkj2fbXw4wL5T9n9Lzf+BnH0VVHK2TOAICKwMpcAHa3adMmw7a9zZo1U+/evYvpUWDChAlavny5qTxjxgyNHTvW7jFezl4rsSyJi4szlP397f8HzMcff6xnnnmmTGOU5VwfVF29+vTSpg2bTeVjx46Xeqz58xYYzg9r0bKFWrdpXab4AFv06t1Tc+f/oTWr12rDPxu0d/dexcXFKzU1VQGBAQoJCdHAwQN0w40jFFQzSJJ06lSYYYzWbct+w03YqTAtWbTUVL7znjuUkZGhiIhzxfZLTjZ+eJiWlmbo4+zkpDp1y2dnBziunGzbV8qVqJg5/9YHb9GtD95S5OOXiym0Snjy56+qTeeyv+77+PnI28dbqckFq15io+NUr1GI1WOcj4o1lOvUCy5zXIVV83DXtf26aNnclaa6PVv2qsO17ex+rcqSlZ6lJe8sVWxowdfTzdNNw18ZrsBG9rn5xVHk5dj/DNTi3l3f+MYNVo9zbO0xrftivan80K8PlCGqAr7BxlXVKbG23zySct7Yxy/Y/qvuAhsGqEa9GkoMT5R0cTVY5OEoNezSwO7XutyUe541/X/R1lU6cS6sxC2GgwOMW7S7uria9TkXF63snLIlbeoGBpvO8TXF+0PJidxL3vv1c00c+4i8PC7ePNO1RQe1a9xK+08Zj95xd7XfSutLitu9YOBz46we597rxmn28wXP2Wmobds/F+V4hHF1ZcPa1s89pj61jLEUHtMe9p86rINhR9WmUUtJF8837te+uxZuWVlCz/KTnZ6t5e+tUNypgs9A3DzddN1LQ5kzrFHM+7PrJ11v9TDH1x3Xhi83msoTfr6vLFGZ+BZ6fS/8+m+NwvNM4THtIaBhgGqE1FBiRKKki3NG1OFoNehy5R6FAeDqQTIXgN3NmDHDUD5x4kSpt5xbvny5wsPDVa+eff44q2z23npv69atmjhxoqGuUaNGuuOOO9SrVy81adJEwcHB8vT0VLVq1QzXHzBggNatW2fXeFC11K1r3Drt0kpCW+Xn5+vvv4yr6EffMqq0YQGl5uLioiFDB2vI0MElto2KjDKcl1urdi3Vrl32nRoyMox36k//9AtN//QLm8dZuXyVVi5fZSr7+FTXhq3ri+mBK5FvDeMNZx26t9NrH79USdFUnHqN6uro/oIbjKLORtuUzI0+Z1x1X69R3SJalk3dhsYbLKLCS3eenSPKzsjW0veWK+Z4wbEZbh5uuv7lYarVzPxM4arOw7eaodzttq7qOLpDJUVTMWrU9ZOTs5Py8y4mENIvZCgrPUvuntatlMpKyzKszHJydiq3bbdr1PEzJXMlKSnKvisdLbl8q9wbug/WDd1Lfm9RWL2adczOcu34r+vKfO5ux6bGG2dOngtTWNRZq/unZaRry+FdpvNzJan7NZ3MkrmxF4x/G7w8412998vnpYi46jgaflI5uTlydbn4cWlt/5qq7ulttv1yUXy8qqvmZStzc3JzyiWZezHWUFMyV5Ka1W1ULtexRnZGtla8v0LnL5szXD1cNfSloap5Bc4Z1XyMW2l3Gd9Z7Ue1r6RoKoZfoTkjIylD2enZcvO07qaPrLQsw4pmJ2encknmSpJvXV9TMlcq/jxiAKhKSOYCsKuUlBT99ttvdhsvLy9Ps2fP1muvvWa3MStSUFCQoRwfH2/X8adMmWJYDfnwww/r888/l6tryS/vSUnl94b2scce07hx1t9ZfbmaNa+8P/YclYeH8YNLW7bmvty2LdsUER5hKru7u2vEjdbfPQxUhq1bthnKXbt1raRIgKL5BRg/5Dp3JqqSIqlY9ZvUNyRzjx04rq59O1vVNyM9Q2dOGJMa9ZuWz2oMl0Lvt7JLceaoI8rJytGy91co+khBctq1mquGvThUtVvWrsTIyo+nn3F778vPB75Subi5yLe2r+G5xhyLUb0O1t1Ee+kc20v8gn3l4uZi1xgvcXY1nhCWm237WY1XkhrVjUnzqITzRbQsWuE+QX7mO0hFJxrbtKjXxObrVDVZ2Vk6ee60WtZvaqrr2bqLVuz8x6r+vVob308ejzilrOzy2eK18Arvam7VimhZvnKycrTyP6sUfbTgNcG1mquGvjBEtVuU35FWlcnTz5jMvVABN5hUNhc3F/nU9jGchRxzPEYh7a272S6m0JzhW55zhgtzBoArE8lcAHb166+/KiXFvue7zZw5U6+++qrdV7VWhDp1jCs2Dh0q213Yl0tNTdWqVQWrtpo0aWJ1IlcyP8/XnmrVqlWuZxHDPhISEg3lGv41SjXOvLnGVbmDhg6SX43yWZkB2Mtff84zlMeMHV05gQDF8PL2Uv0m9XQ2NFySdD7yvCLPRqlOfftvG+xIOvZor5V/rzaVD+46XExro8N7jio3t+BDu8YtGqlGQPnMSXExxpv0yus6FSknK0fLP1ihyEMF7xNd3Fx03fNDVaf1lbvVe60WtSQnmfZGjtgfofz8/Cr594ct6nUMMSRzIw9FWZ3MvfxnRJLqdSq/nZRS44yrIgsn3682iSnGmw28PWw/F7y6p7FPSnqaWZvNh3YqLy/PdDbv0M79bL5OVbR0x1pDMndAh55WJ3MHdOhpKC/ZtsausV2uXk3ja3Lh5HtFyMnK0ar/rFLUoYKbzVzcXDT4uUEKbnXlvlcpPGec23/uqpgzQjqEGJK5UYeirE7mRh023pBYr6PtW5hbKy3e+Hp2tc8Z5e4K/7kHHAnJXAB2VXiL5R9//NHq83Ivd++99+qffy7+wXTq1CmtWbNGgwYNskuMFalVq1YKCAgwrcg9evSooqKiFBxc9j9sTp8+raysgrt8hw8fbnUiNzQ0VFFRV8fqHhTtwL4DhnJpVkUnJSVr9crVhrrRY24uU1xAedu1c7d279ptKjdq3EjdrrXPytxrWrXU3kO7S25YyBeffakvp39lKt80aqTefGeqXWJC1daheztTMleSVv69Wnf/+45KjKj8dezRXu7V3JWVefF9zrEDxxURdk4hVmyXvHax8QP3a/uX36r7fdv2G8p16lftVau5Obla+eEqRewvOK/bxc1FQ58bopB25bNVtaPw9PVUUKNAxf7/WY+p8Wk6uydcDTpd2WfsNerWSAeXFNxsenz9CXUZ39mUvCtKXl6eTqw/YTZWechMzdT5k8ZzsP3qlM/WnJfzH93G5j792/fU2g9/N5XDos6q8d09i+lROufijFu6t6zXVJ7VPJSemVFED3OdmxnP945KiDFrE3shXrtPHFCXFhe3j61Xs46uv3aQlmxbbdb2SvLXhqV6anTB2dR3D75Fr8/+j2FHLEucnZ111+AxxrE2Li2XGP28fdWthXEr+OPh5bOdc1Fyc3K1+n9rdO7A5Tf/OGvwxEGq2/bKnjM8fD0U2CjQdD5wWnyawvdEqH453tTiCBp2a6DDSwtusDux/qQ63drJqjnj5IZQQ12Dbg3LJcbM1EzFFpozyms7ZwCoaMW/2gKADQ4fPqzNmzebykFBQRo/frwaNWpk87+77rrLMHbhJHFV4eTkZEhC5+fn6+uvv7bL2ImJiYayn5/1q0Fmz55tlxhQdWVmZmpVoSRs12u72DzO4oWLDdsz1w2pq2t7XFvm+IDykp6erremvG2oe+KpxyspGqBk140eIheXgm3olvy+3JDcvRJV86imHgONc8m8HxeU2O/cmUhtW7fDVHZxcVGf63rZPT5J2rlxt04eNn4w2bWv7fOoo8jLzdOq/63W2T0FP1vOLs4a/Mwg1e94ZX84fUnrYcZzSLf+sE3ZGdlFtL4yBLeqLZ9aBWdzp8al6sT6kyX2O7H+pFIvW/nkW9tHweW0Bfeev/YqL7cgiebh63FxVdxVbN+pw4pPSjSVPat56O4ht1jd/4bug81WdW44sN1i28/mzzaU//vwa6VaCVyVrD+wVaGRp03l+rXqmiVpLblr8BjD1/VERJg2HrT8dS2rV+94Uu5uBedbxyTEavPhneVyLUvycvO09pO1ithTcNSOs4uzBj49UCEdym/FpSNpdd01hvL2n7Zf8XNG7Wtqq3qt6qZyWnyaTq4PLabHRSfXhxpWy/rU9im3Lbj3zdtnNmfUbMFRXgCuDCRzAdhN4YTruHHjrF4pWtjYsWPl7l7wx8ncuXPNkpdVxeOPG5MEH374oUJDS37DWxJ/f+O5RkeOHLGq3+nTpzVt2rQyXx9V26xvZysmuuAOfBcXF/Xt18fmcf6e+7ehPGrMzVf89lJwLDk51p9RmZaapn8/+qROnij4oHrIdYM15LohJfbt0LqT4d/2bTtK7APYQ536wRpwY8HWltlZ2Xpn4gc6e8q2hG52VrbWLFpn7/DKza0P3iIX14Ik9tpF/2j7+qI/qM7KzNL0t75STnbBa8Kgkf0VXK/oBNPJw6Hautb2D9pPHDqpT6d8Yahr1fEaNWzWwOaxHEFeXp7WfLpWp3ecMdU5uThp0NMD1bCL/Z/TN+NnGP6dO1h+R3/Yonn/ZqpRt+DmyMSIRK3470plpmQW08tcelK6Tm0Ns3N05cPZ2VldxnUy1G35fquSY5KL7JMck6wt320x1HUd30VOzkW//wvdckqxp2KLfLwoh1ce0b6FxhXwrYe2KnEVWFWUvyLc8K9/+6JX9Obl5emP9YsMde898LLaNGpZ4nXq16yrL596z1C34cA2RcWbr8yVpO9X/KHDZwrOMG/dsIX+mvyt2bm9JQnyC9DoPtf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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(cohort_continent_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "ax.set_title('Amount (GBP)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "78017154-a06a-49ff-952f-4000cc02eb07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Webcam28
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Laptop4
\n", + "
" + ], + "text/plain": [ + " Number\n", + "Item \n", + "Headset 50\n", + "Internet 40\n", + "Webcam 28\n", + "Battery 10\n", + "Other 9\n", + "Childcare 7\n", + "Modem 6\n", + "Mouse 6\n", + "Hardrive 4\n", + "Laptop 4" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "item_df.sort_values('Number',ascending=False).head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "7d68126a-b23f-47fa-804d-fefbd17cc716", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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RMXDgwDj00EMjSZI46KCDcqMkqHkaNmyYC3oj8r/X1K9fPw477LA47bTTokePHoUsk9U488wz4/bbb8/rw8aNG0ePHj2iY8eO0bRp06hbt+zL2V9++eWVXSoZVVYgMWHChNznap06dcp1IRXlJ1gqDMESVIOSwVLJl1yWsGlN+694/1FHHRV33HFHNGnSpCIlU4p69erFsmXLcmu1vPjii2W++va0006Lf/zjH7kf+Z06dTKtRSUqeSVgdfKlo3Auuuii+Nvf/hYR/wuR2rZtG3vttVest9560a9fv9x9pfXRtddeGxdeeGEkSRI//vGP48UXX6y2+lnujjvuiDPOOGOV4WDDhg1jyy23jKZNm0bE8qtFJ0yYkJvqsOT+SZJEv3794tRTTy3AsyBi+fQTRx55ZLz99tsRUf6reLOEwlQdo11qtj/84Q9xzTXXRMTyPrr22mvj3HPPzd2f9cTJggULYv3114+lS5dGkiTxxRdfWBumAE455ZS4++67I0mSOO200+LGG28s18lrCmvmzJlx9913x5133hmfffZZRETe+2vx95kuXbrE6aefHscdd1ysv/76BauXfHPmzImNNtooli5dGmmaRt26deNPf/pTnHXWWdGwYcNCl0c5VVYg8d577+Wm5l5//fVzs2hQPSqrH8ePHx/t27ePiOXfeVccrU++okIXAOuKNE3zvjAWf4Fc07/ifUvbf8X2HnnkkTjssMNi2bJlhXy6tdb111+f65chQ4aU+cTlxRdfnBcqbbHFFk5gV5GSr53S/pVl39KOr+rRiKze22+/Hddee22uT1q0aBEDBgyI8ePHx7333hsXXXRRpnZ+/vOfR8Ty9+phw4ZZQLeajR49Os4+++yI+N8JlsaNG8fvfve7GDlyZMybNy8+/vjjGD58eAwfPjw+/vjjmDdvXowcOTLOPffcaNy4ce69OU3TOOuss+LTTz8t8LNaN3399dex9957x9tvv13qCLOsXP9WOLNnz45DDz00L1Q68MAD4+WXX4758+fHW2+9lamdkiPpX3311aoqlxWkaRr9+/fPfTaeeuqpeaFSWTRs2DBv+ufRo0dXVpmUwR133BHnnHNOpGka/fr1ix/96Edxzz33xIwZMwpdGmXQokWLOP/88+PTTz+NF198MQ499NCoU6dORORfJPPRRx/FWWedFZtuumn8+te/jnfeeaeQZfP/vfLKK7FkyZLcd87bbrstLrjgAqESEbF8fdiI5a9l01rWXLNmzcrdbty4cQErqRlc4gLVoDjkeeGFF+LYY4/N/QDYd99944gjjoiuXbvGFltsERtssEEsWrQoZs6cGR988EG8+uqr8cADD8Q333wTSZLE0UcfHXfeeWcUFRXF7Nmz4+OPP47BgwdH//7946uvvsr98H/ppZfi//7v/+KPf/xjIZ92rVR8svK2226LiIgHHnggOnToEJdeeukaj/3b3/4WV199da6fWrVqFS+++KKrPivZFltsUaaTmNOnT4/vvvsuIvJPYjZs2DBvdETxyIiI//3wa9KkSWy44YaVUTbl9Mc//jHXby1atIhhw4ZFx44dy9zONttsE02aNIlvv/02FixYEJ9++mlsu+22lV0upTj//PNj8eLFuffHPfbYIx566KHVvj/WqVMndtxxx9hxxx3j3HPPjV/+8pcxdOjQSJIkFi1aFOedd148++yz1fgsiIg499xzY9KkSXkXvbRr1y7233//Ck0RQ/W65ppr8k5YX3fddXnBRNbP2e7du0edOnVi6dKlMXny5Pjqq69876kG77zzTm5EWZ06daJv374Vam/LLbfMhfUTJkyoaHmUUcn1etdff/3cxRbF075uttlm0apVqzKNbEmSJF5++eVKr5Xs9t1339h3333jm2++iTvvvDPuuuuu+OKLLyLifxfZzJ8/P+6666646667Yuedd47TTz89jjrqKEFGgZScCrRNmzamXibns88+i6uvvjq33aVLlwJWQ0W8+eabEbH8fbhVq1YFrmbtZyo8qCZ33313/OpXv8qdYLnvvvuiW7duazxuwYIFcdlll8V1110XSZLEdtttF6+//nreVHdLliyJiy++OHfVfpqm0bRp05g4cWJssMEGVfm01knLli2Ln/3sZzFo0KCIWP6B8/DDD8cRRxxR6jH9+/ePU089Na9/XnnlldxQaQrjuuuui0suuSR3Qvvggw+OY445JnbdddfYbLPN8vb98ssv480334wHH3wwnn766Vi2bFk0aNAgrrrqqjj//PML9AzWbd9++21suOGGudFFd999d5xwwgl5+5RljuTddtst3nrrLWuBVLPp06dH69atcxdh7LTTTjF48OAynzRZsGBB9OjRI0aNGpWbnmTy5MmuGKxGU6dOjU033TQ3qrpJkybRv3//+MUvflHo0iiDNE1j4403zgVLp556am5K0WJleW/t3LlzfPrpp5EkSQwaNCj222+/qiueiIj45z//Gccff3wkSRI777xz7iRJSWXpw6OOOioGDBhgHcICWdV6vas6jZM18DXF6NopTdP497//Hf369Yvnn38+li1btsq1mJo2bRonnHBC/PrXv45OnToVsuR1zl/+8pe45JJLIkmSOOSQQ+KJJ54odElkVDKgX9Frr70WEctfX7vuumuZfoMsXLgwvv7665g4cWJE/O/99brrrovf/va3FSmZMio5Fd6ECRNi8803L9PxS5cujVdffTVOPPHEmDx5ciRJEr169YrHH3+8KsqtNVwuCNXg3XffjTPPPDOWLVsWW221VQwZMiQ22WSTTMc2bNgw/va3v0WrVq3ioosuig8//DBOPfXUePjhh3P71K1bN/76179GUVFR/PWvf42IiLlz58Zjjz0Wffr0qZLntC4rKiqKAQMGRLdu3eLjjz+ONE3jxBNPjLZt28auu+660v6PP/54/PrXv86FSo0aNYqnn35aqFRgF198cW7tgY4dO8Y///nP2HnnnUvdf7PNNovNNtssDjvssBgxYkQcd9xxMWbMmLjoooti2rRpubaoPkOHDs0titqsWbM47rjjKtReySuSpkyZUqG2yG7w4MG5k1tJksTtt99eritxGzZsGLfffnvufXjp0qUxePBgAWE1evXVV3MBYZIk8eCDD+ammaTmMNql5ps6dWru9pZbblnh9kqOMiw5gpvCMRVz7ZMkSRx00EFx0EEHxaRJk+KOO+6Ie+65J77++uvc/WmaxuzZs+Omm26Km266Kfbcc88444wzonfv3kYDV4OSFys1atSogJVQVq+99toa3zfTNF3lhRhrsuLUz82aNYtjjz227EWyRu3atcu0X/fu3cv0nrhw4cKYPn36StPh/+QnPylTfesiayxBNbjkkkti4cKFkSRJ3HLLLZlDpZIuuOCC2HXXXSNN0xgwYECMGDFipX2uuuqqaNOmTe4D7b///W+Fa2fV1l9//Xj22WejVatWkSRJLFiwIA455JDc9AXFXnrppTjmmGNyV2/Xq1cvBgwYEHvssUeBKiciYtCgQXH11VfnRhAOGTJktaHSirp27RqDBw+O9u3bR5qmce2118Zzzz1XhRWzKl9++WVELP8Sv8suu+SuUiqvkiM8582bV6G2yO6rr76KiOX9uPXWW8dOO+1U7ra6du0a22yzzUptUz0mT54cEcv7skOHDkKlGqp4DZ0kSWLHHXeMjTfeuELtFU8rG7H8wieqXsmRKMXrt1TE7Nmzc7ebNWtW4fYouyxr82b9x9pv8803j//7v/+LL774IgYMGBD77rtv3v3FfTl48OA46qijYvPNN49LL700N2qCqrH99tvnbhcHflByZOH6668fDz30kBkTqsiECRNi4sSJMWHChJX+FUvTNL788stV7lPav6+//joWL16c9xnZpk2bOProowvwLGsWwRJUsSlTpsQLL7wQSZJE69at46c//Wm52zr55JNzt++///6V7q9Xr14cf/zxuTfDt99+u9yPxZq1bds2Bg4cGA0aNIgkSWLq1Knxs5/9LHdC+s0334zevXvHokWLIk3TKCoqirvvvjt+9rOfFbhy/vKXv0RE5BZd3WijjcrcRqtWreLWW29dqU2qT/EV9RFRrj5cUfHop4iocEhFdiWvfu/cuXOF2yvZhivrq9eiRYtyt0uefKFmMdql5iv5mfjNN99UuL1PPvkkd7tFixYVbo+yWbZsWaX/Mw1ezVCnTp04/PDD48UXX4wxY8bEeeedFxtuuGHeOoZpmsY333wTf/nLX6JDhw5x6KGHxtChQwtdeq20yy67ROvWrXMjW3ym1SxZwvayBvX169ePVq1axd577x19+/aNTz75JHr27FmgZ7juKH4PLPlvTfev6V+xNE1js802iyeffDJvCRJWzVhZqGJvvfVWLF26NJIkiR/96EcVamvHHXfM3X799ddXuc8ee+wRf/nLXyJN07xFl6kau+66a9xzzz3xy1/+MpIkiY8//jh+8YtfxDXXXBMHHnhgzJ8/PyKWf7DdcMMNccwxxxS4YiZMmBBDhgyJJEli8803j/3337/cbR1wwAGxxRZbxBdffBGvv/56TJgwoVJOwpFN48aNc7eLX2sVMW3atNxtJ86qz6abbpq7Xb9+/Qq3V7KNkm1T9UpOJ2lKnprLaJear/i9L03TePvtt3NrPpTHl19+GZ9//nlu24LkUBhz586NOXPm5IUZK76uly5dGk899VQ89dRTccABB8Qtt9wS7du3r+5Sa60kSeK8886L888/PxYsWBC33HKLtXZriOKpmlel5Dp248ePjy222KK6yqKMtthii1K/zxSP2EySJDbddNPMv0WSJIkGDRpEs2bNonPnzrHPPvvEL37xi3JNzb4u8osPqljJaXgq+mO6eCqRNE1Lnd6n5Em0kj/kqTpHHnlkfPbZZ/HHP/4xkiSJF198MV599dXc6IckSeLyyy+Ps846q8CVEhExatSo3AmWyrii/oc//GFuCsR33nlHsFSNSl6RXdF1O9I0jVGjRuW2S54gp2qVnCu7MtZfKTkNTNZ5uKkcJS+AmTRpUgEroSKMdqn5unfvHvXq1YvFixfHvHnz4qmnnopevXqVq61+/frlbjdv3txoRKhG33//fTz88MNxxx13xMiRI1e6v3iq9Xr16sV3332XNyXXoEGD4oc//GE8+uijZsyoROecc048/vjjMXz48PjjH/8Yu+22W/To0aPQZVFBFbkAg+qzut+KJQPC119/XUBYTczzAlWs5FzyFf1xXnJqktLW/yh5Bb8Pxupz6aWXxrHHHpsbSl0yVDrrrLPij3/8YyHLo4SSoWxlDG0u+ZorXl+E6lG8lk6apvHBBx9UaJTm4MGDY86cObntXXbZpcL1kc1uu+0Wm2++ee7K+orMWT958uQYMWJEJEkSbdq0id13370SK2VNfvjDH+bWnhsxYkTea4qaY1WjXcrLaJfCaNy4cXTv3j0ilvfjxRdfHAsXLixzO6NHj44bbrghN02Mk9NQPT7++OM4++yzY9NNN41TTz01Ro4cmXsvLp6Cq3Xr1nHFFVfExIkTY/LkyXHLLbfEtttumztBniRJfPfdd3HEEUfEuHHjCvyMao86derEs88+GzvttFMsWLAg9t9///jLX/4S3377baFLo5z23HPP2GuvvWLPPfc0SqWGs45g9TNiCapY8YLHaZrGW2+9FYsWLSr3VD///e9/c7dLW0+k5Ekc84FWr/79+8f48ePj9ddfz815fcwxx8Tf//73QpdGCd9//33udmkj/8qiZBsl26bq7bDDDtGyZcuYMWNGLFu2LG677ba47LLLytXWNddck7u9zTbbVHixerJLkiROOeWUuPzyy2PZsmVx4YUXxgMPPFCuti688MJYtmxZJEkSffr0qeRKyeKSSy6Jk08+OZYsWRJXX3219edqIKNdaoeLLrooXnvttUiSJD799NM4/PDD47HHHst80mz06NFx4IEHxoIFC3Inqi+44IIqrhrWXYsWLYrHHnss+vXrF8OGDYuI/50kLTkSae+9944zzjgjevfunTdd6RlnnBFnnHFGPPfcc3HBBRfExx9/HBHL17a74YYb4pZbbqnmZ1R7NW/ePIYOHRrnnXde9OvXLy699NL485//HN26dYvOnTtHs2bNyrxeqwtRC+e1114rdAlUghNOOCF327nQapQCVWrYsGFpkiRpUVFRWlRUlN58883laue7775L27Ztm2vngAMOWOV+jz32WO7xtt9++4qUTjnMmDEj7dChQ1pUVJQecsgh6dKlSwtdEit44IEH0iRJ0iRJ0gYNGqSzZ88ud1uzZs1K69evn3td3n///ZVYKVmcdtppuf5s1KhR+t577+XdP2HChNz9RUVFq2zjlltuydvn6quvro7SKWHBggXpj370o1wfXHjhhWVu48ILL8z14/bbb59+//33VVApWfTq1StNkiStW7du+sgjjxS6HMphn332yb2eOnfunC5YsCDv/izvrR9//HG63nrr5T4jjz/++OoonRL222+/vN8h7dq1S++///50/vz5pfbh2LFj04suuijXd8X3H3fccQV8JlB7jRkzJj3vvPPSli1b5l6rJV+3SZKkG2ywQXrmmWemH3/8caY2v//++3SnnXbKvca33nrrKn4W65758+enffv2TZs1a5b3XlrefwA1kWAJqtiyZcvSTTbZJPelcP3110+HDx9e5jaOOuqovC8st9566yr3Pf/883P7HHrooZXxFNYZFfkiuOK/snyxrFOnTqGf+jrl/fffz+uf8847r9xtnXfeeXmvy/fff78SKyWLSZMmpQ0bNsy97jbccMN00KBBuftXd/Jz4cKF6eWXX573um3WrFk6d+7c6n4apGk6ZcqU3EmQoqKidJdddkn/85//rDagX7p0afrvf/877dq1a64Pd9xxx3TKlCnVWDkrWrBgQfrzn/8815e/+tWv0nHjxhW6LMrg+eefz/usPOigg/LC2jUFSx9//HG65ZZb5n0n+uCDD6rzKZCm6fTp09N27dqt9P20Xr16abt27fL68Cc/+ckq902SJO3SpUs6f/78Qj8dShg1alTat2/fdL/99ku32mqrtGnTpqv9XTFr1qx04sSJ6cSJE31GrgWWLFmSPvbYY+m+++6b95or+bpLkiTdbrvt0ttuuy2dN29emR/jX//6V97FV1SeUaNG5V30WxnnDQBqoiRNTUAIVe3Pf/5zXHrppbnp0dZbb73o27dv/OY3v4kGDRqs9tgPP/wwzjzzzBg6dGhELB/+3qpVqxgzZkxssMEGK+3frl27mDBhQiRJEn/+85/joosuqpLnVBuVdbh6aUpOVZB1/6VLl1bKY5NNp06d4rPPPos0TaOoqChuv/32OPXUU8vUxp133hmnn356bp7zbbbZJkaPHl1FFbM611xzTfzhD3/IvccmSRJ77bVXHHnkkdGqVas47LDDImL5a+3rr7+OTz/9NF544YV44IEHYtKkSXnTjNx3331x7LHHFvLprJOuvPLKiFg+Xcsdd9wRs2bNiojlfdK8efPYaaedYuutt44NNtggkiSJOXPmxJgxY+Ltt9/O7ZumabRo0SJ+/etfr/GztSRTj1Sda6+9Nq644orcNKEdOnQo1xQxSZJE//79q6pMSrH//vvHyy+/nPtes+WWW8YVV1wRhx12WEybNi222mqriMj/HjNu3Li488474+abb86bQu2YY46J+++/v2DPZV02duzY6N27d3z00Ue5z8lVWfG+4u3tt98+nn322dhss82qq2RW44MPPohzzz03Xn311dzfVuy3Vf2uePLJJ+Pwww+PiOVrcE2ZMiXWW2+9qi+YPBMnTox//OMfcffdd+fWTy5+nyy+Xbdu3ejVq1eceeaZsddee5X7sUaPHh3bbrttRPi9WZnGjx8fXbt2jZkzZ0bEyu+d5aF/1j5Tp06N559/PoYMGRLjxo2LmTNn5tY5t2YZ/I9gCarB4sWLY4cddsiddC7+8ti0adM46KCDYuedd462bdvG+uuvH4sWLYpZs2bFBx98EK+++mq89dZbuWMiln/peOCBB+KXv/zlSo/z4osvRs+ePXP7DR8+3AL0ZVBUVFQpXwyzKnkS3BfJ6vXwww/HMccck9cHhx9+eFxxxRXRuXPn1R47evTouPzyy+Pxxx+PiP+9nh988ME46qijqqN8VuHEE0+M+++/P69Pi614wmXFvxcfc9ZZZ8WNN95YfUWTU/z+W1Jp/VbWfdbE+2/V+Oqrr+Kyyy6Lhx9+OBYuXJj7e1n7yedk4cyYMSN22WWXmDBhQkT8ry/q1KkTm2++eYwfPz4ilvfpAQccEGPGjFlp3zRNo3PnzjFixAgnsQvo+++/j/PPPz/69+8fixYtiojVvxaLT26fdNJJcf3110fjxo2rq1RW4957740zzzwzL7SNyH+9lfZ+uWzZsmjfvn1MnDgxkiSJe++9N4477rjqfgrrvLp16+YuSovIDyVat24dv/rVr+JXv/pVtG7dusKPNXHixNhqq61y/5/4HK0cBx10UPznP//Jew/dZ599Yv/994+OHTtG06ZNo27dsi9nX5EQkcrz9ddfx2WXXRYPPvhg7vOy2OreY++77744+eSTI2L5Glxff/111KtXr1pqpnTvvvtuPP300ysFhEmSxJIlS1baf/bs2TF37tyIiGjQoIF1lzMQLEE1+eqrr2KvvfaKzz//PO8L5JpOsJT8oRCxfPTT73//+1Xu+8tf/jKGDx8eEREtW7aMESNGVOIzqP323nvvcp+YrKiSVx1SPQ499NAYOHDgSkHE9ttvH7vuumt07Ngxb3TEZ599Fm+88UZ88MEHEZH/2uzdu3cuaKIw0jSNK6+8Mq666qpYtmxZqe+zK/6tuB+vuOKKuOyyy6q/cCJi1cFSVRNYVJ0XXnghjjjiiNyVnRWhnwrLaJfa5euvv45+/frFiy++GG+//XYsXrx4pX223Xbb6NmzZ5x++unRvn37AlTJqjz++ONxxBFHrPTbcIsttogWLVrEu+++GxGrH/nw+9//Pv76179GkiRx6KGHxmOPPVZd5fP/lfy+U9yHe+65Z5x55pnRu3fvcgUSpSkOliKMiKksEyZMyL0vpmkarVu3jieeeCJ23XXXAldGZXjxxRfj2GOPjenTp5f6O7K019KiRYti8803j2nTpkWSJPHYY4/FoYceWm21k8/o3uojWIJqNG3atPj1r38dAwcOjIjVT5m24gdYixYt4tZbb40jjzyyWmqF2m7x4sXRu3fvvCvO1hT4riqU+NnPfhZPPPGEK5LWEm+++WZcddVV8Z///Gel+1Z1UnSvvfaKP/3pT9GtW7fqKpFVqKypSMvKiZbK9+6770b37t1z09+ZIqbmM9qldlq4cGFMmTIlZsyYEYsWLYqWLVvGxhtvHOuvv36hS2MFX3/9dXTs2DH3vhoRcfrpp8d5550XW221VUyYMCHatWsXEat/vxw+fHh07949IpZfhFg8FRvVp/j7TpMmTeK4446LM844IzddHWu/Bx54IE444YSIWP5aGzx4cO41Rc02ZMiQ2H///WPRokV5313r1q0bzZo1i+nTp0fE6t9jzznnnLj55ptNAVxgRvdWL8ESFMDzzz8fN998cwwaNCiWLVu22n2Lh8SfccYZsdFGG1VThbBuSNM0rr322rj88stjwYIFpU6fFrFy2NuwYcO48sor43e/+13BTopTus8//zxeeumlGDp0aEyaNGmlE2fdunWLnj17xnbbbVfoUomI//73vwV7bFOPVK4ePXrEsGHDcj/cGjVqFEcffXSFp4hp27ZtFVRLWRjtUnNMmTIlN512xPLXZYsWLQpYERVx+umnxx133BEREXXq1IlHHnkkt35kRPaRKUuWLInGjRvH4sWLI0mSGDt2bO44qkeXLl3izDPPjOOPP16IWwOVXNe1S5cuuZksqNlmz54dHTt2jBkzZuS+vx544IFx3nnnRY8ePeKrr77KFN6//PLLsf/++0eSJLHpppvGpEmTqvNpEEb3FoJgCQpozpw58cYbb8R7770X06dPj9mzZ0eDBg2iefPm0bZt29htt92iS5cuBZueDdYVkydPjn79+sUDDzwQEydOXO2+bdu2jeOPPz5+/etfx6abblpNFQKs/YoXCi/+3tKpU6f4z3/+IxSqhYx2WbvddtttcdZZZ0VExHrrrRdTpkwxcqyGWrp0aWy44Ya5qUX/8Ic/xP/93//l7VOWKc9++MMfxgcffBBJksSzzz4bP/3pT6uueKhlbrrppvjtb3+bW5/30UcfLXRJVII//OEPcc0110TE8vfQa6+9Ns4999zc/VnfYxcsWBDrr79+LF26NJIkiS+++CLatGlT9U+AiDC6t1AqbwJXoMyaNm0aPXv2jJ49exa6FFinbbrppnHllVfGlVdeGV999VWMHDkyvvnmm5g1a1ZELF+Ac+ONN46dd97Zl0OAUhSv85imaRQVFcWAAQOESrVUgwYNom3btvp3LTV79uzcVbpdu3YVKtVgb7zxRm4h8fr168eFF15YofY222yz3CgLV9NXryFDhsQNN9yQ2/773/8eW2yxRQEroqxK/g50jX7tkKZp9O/fP3dR1KmnnpoXKpVFw4YNo0OHDvHpp59GxPILrpw7qD5XXnllfPfddxGx6tG9WS/Y79q1a9SrVy8WL14cM2bMiPHjxxvduxqCJQAooU2bNr4AApRD8RV9SZLEDjvsYN0IKJDiae+SJInWrVsXuBoqYuzYsRGxvC+7du0aG2ywQYXaK3l8cWBF9Xjrrbdi4MCBkSRJtG3bVqhUA22//fa52xMmTChcIVSad955J7d+Up06daJv374Vam/LLbfMBUv+H6k+S5cujYcffjgXHl100UV5oVJZ1K1bNzp16pS7COOTTz4RLK2GRSEAKtG8efNi3LhxMWLEiBg5cmSMGzfOj7a1zMMPPxwtWrSIFi1aRMuWLdc49R1rt2uuuSamTJlS6DKAiLxp0Dp27FjASmDdVjJMmj9/fgEroaKmTZuWu7355ptXuL2S64IuWbKkwu2RXclpl7p06VLASiivjh07xq677hppmsaoUaP8BqkFRo8eHRHLw/sdd9wxNt544wq117Rp09xt54GqT/Ho3jRNo169epUyureY0b2rJ1gCqKChQ4fGKaecEp06dYpmzZrF1ltvHbvttlvsuuuusfXWW0fz5s2jU6dOccopp8SQIUMKXe46b+LEiTF79uyYPXt2bL755qbxqeH+8Ic/xBZbbBG9evWKZ599NpYtW1bokmCdVXK056JFiwpYCYUwd+7cePzxx+Paa6+Nm2++OV566SXvyQWyww475K7aHTNmTIGroSJKTt2zurWTspo5c2budrNmzSrcHtmVPGHtv33Ndf7550dExLJly+LSSy8tcDVUVMn1c7bccssKt1e37v8mBluwYEGF2yMbo3sLx1R4AOX04YcfximnnBIjRoyIiNXPszxmzJj47LPP4p577omdd9457rrrrvjBD35QXaVSQoMGDSJi+ZeO4sUbqdmWLl0azzzzTDzzzDOxySabxIknnhgnnXRSdOjQodClUUGTJk2K119/PUaMGBFTp06NmTNnRpIk0bx582jVqlV07do1unfvXilXcVNxO++8cxQVFUWapvHZZ58VuhwqYPr06fH+++/ntvfYY4+oV69eqfvfcsstcckll8S3336b9/fNN988+vfvH/vuu2+V1crKtthii9htt91i+PDh8emnn8aYMWNi6623LnRZlMNGG22Uuz158uQKt/fhhx/mbm+44YYVbo/sSl58UTz1FjXPYYcdFqeeemrceeedcc8990T79u3jD3/4Q6HLopxKBvZ16tSpcHuzZ8/O3RYgVx+jewtHsAQFMH/+/HjjjTdi1KhRMXXq1JgzZ04sXry4TG0kSRL9+/evogpZk3/+85/x61//OhYsWBBpmkaSJHlXFBaHTCsuEJimaYwYMSJ23XXXuP322+OEE06o1rqJ2GSTTXK369evX8BKqGxpmsbXX38dV199dVx99dWx5557ximnnBKHH354LlCkZnjuuefiuuuui1dffTXT/vvss0+cd9558dOf/rSKK2N1Nttss9h7773jlVdeiQ8//DDGjRsX7du3L3RZlMP1118f11xzTUREbLPNNvHxxx+Xuu9NN90U55577iovsPniiy/ipz/9aTz99NPxk5/8pMrqZWUXXHBBHHroobnbTz31VIErojyK1+Epnnpr8eLFqw15V2fMmDHx1Vdf5bZLrhdD1evRo0c0adIkvv322xgxYkTuNyQ1T79+/aJJkyZxww03xKWXXhqvvPJK/OEPf4i99tqrUsIJqk/J8P6bb76pcHuffPJJ7nbxeodUPaN7C0ewBNVoypQpcdlll8UjjzwS3333XbnbKf4SKlgqjGeffTZOOumkWLp0aS5QKj6ZssEGG8TWW2+dm1t3zpw58dlnn8WcOXMi4n8feAsWLIhTTjklWrRoET//+c8L80TWUSVHKZX8cU3NdMUVV8R9990X48ePj4j/vcbSNI3BgwfH4MGD46yzzopf/vKX0adPn9hhhx0KWS5r8O2338bpp58eDz30UESUHtIXK77/lVdeiVdffTWOOuqo6NevX95aP1Sviy++OF555ZWIiDjvvPNi4MCBhS2IcnnmmWdy3zf79OlT6n5fffVVXHTRRRGR//5bLEmSWLJkSRx77LExduxYP86rUa9eveLkk0+Ou+++O5599tk488wz48Ybb8ybpoe13+677x6NGjWKBQsWxPfffx8PP/xwHH/88eVq66abbsrd3njjjWObbbaprDLJoGHDhnHIIYfEgw8+GLNnz47HH388Dj/88EKXRRn9+Mc/zt1u1qxZzJ49O1555ZV45ZVXolGjRtG+ffto3rx53oiHNUmSJF5++eWqKJc12HTTTSNi+XeXt99+u0KB75dffhmff/55bttaatXH6N4CSoFq8eqrr6YbbrhhWlRUlCZJkiZJkhYVFZXrX/GxVL8ZM2akzZo1y/VBkiRpkyZN0gsuuCD94IMPSj3uww8/TC+88MJ0/fXXzzu2WbNm6YwZM6rxGbBs2bK0TZs2aZIkacOGDdP58+cXuiQqwcsvv5weffTRaaNGjfLeX1d8v91hhx3SW2+9NZ09e3ahS2YF3377bbrzzjvnfc6V7MPS/q342bjTTjul3377baGfzjrtqquuyvXHaaedli5atKjQJVEGc+bMyfve+fHHH5e67/nnn5/3vWbHHXdMr7/++vSmm25Kd9ttt7zX6SWXXFKNz4I0TdMlS5akv/3tb3N9sO2226Z33313On369EKXRhn8/Oc/z72WNttss3TWrFl590+YMCHvtbYqQ4cOTevWrZt7XZ955pnVUDkrmjRpUtq8efO0qKgo3WKLLdLJkycXuiTKaFXncUr7burcztrv22+/TevXr5/rhyeffHKlfbK8x6Zpml5yySW5/TbccMMqrJoVvfrqq7n/9o0bN17lb4+s/fjpp5/m7ffJJ59UZek1XpKmq1kUBKgUn376aeyyyy4xb968iIi8ES7llSRJpQzxpGwuuOCCuO6663J9uNtuu8Wjjz6aeR7XL7/8Mo488sgYPnx4RCzvx9/97nfxt7/9rSrLZgUXX3xxXH311ZEkSfzlL3+JCy+8sNAlUUnmzJkT//znP+Puu++OUaNGRcTKV9EnSRINGjSIww47LPr06RN77713ocqlhF69esXTTz+d118NGjSIn/3sZ9GtW7fo1KlT3mjQTz/9NIYNGxbPPvtsLFy4MPe+nCRJHHTQQaZ9KrCbb745Lrjggli8eHFss802cf7558dPfvKT3JWhrL1ef/312GOPPSIionnz5jFjxoxS9918881zV4Z27do1Bg8enJtmdtmyZXHQQQfF888/HxERbdu2zY0upeqVvKr+7bffzvsdErF86spWrVqVaYSnq+oL480334zdd9899zm38847x7PPPhutWrWKiIiJEyfGVlttFRGr/o346quvxuGHHx6zZ8+ONE2jbt26MWbMmEpZqJ6yGzhwYBx99NGxcOHCaN++fdx3333RrVu3QpdFRkVFRZU6hWHxd1fndgrnxz/+cbz22msREdGpU6cYNWpU3jTqa3qPjYgYPXp07LzzzrFgwYKIiDj22GPjvvvuq/riiYiIhQsXRosWLXL//e+5556VRvdm6ceIiN/85jdx2223RcTyZRQqYwRUbSZYgmqw4smyoqKi6N27dxx00EHRuXPnaN68ebnmym7btm1ll8oabLLJJrmFAX/wgx/EsGHDYr311itTG999911079493n///UjTNFq1ahVTpkypinIpxYIFC2KHHXaITz/9NBo1ahTPP/987iQatce7774bd911Vzz88MMxa9asiMgP9ovfk9u1axd9+vSJE044IVq3bl2wetdlgwYNip/+9Ke5PkmSJM4444zo27dvNG/efLXHzp49Oy6//PK49dZbI03T3A/0f//739Z0KYCS041OmzYt5s+fHxH/e701adKkXFPEjBs3rnILpVQPPvhgHHfccZEkSXTr1i2GDBmyyv3ee++93PSiSZLEf/7zn+jZs2fePqNHj45tt902t8+YMWOsu1VNVnXyc1U//bOeIHXys7B++ctfxiOPPJL7HtOsWbM499xz44gjjoj69evnXlfFfbR06dJ47bXX4s4774zHHnss77uPi9oK54svvoiIiDfeeCNOPfXUmDdvXiRJEt27d49evXrFDjvsUObAN+J/a3FR9cry/SUr762FteLvkAMPPDAee+yxaNiwYUSsOZAYPXp0HHjggfHFF1/kPivfe++92G677ar3iazjDj744Hj22WcjIqJNmzbxwQcf5E3BnCVYev3112PvvfeOZcuWRUTE6aefHrfcckvVF1+TVev4KFgHTZs2LW+Y88Ybb5yOHDmy0GVRDu+8807ekNhhw4aVu61hw4bltfX2229XYqVkMXr06LR9+/a5KfH+9Kc/pXPnzi10WVSBhQsXpg899FC63377lTrNWlFRUVqvXr305z//efrUU08VuuR1zh577JHri/r166ePPvpomdt47LHH0vr16+f6dY899qiCSlmTktOirW6amLL8M0VM9brhhhty/90PPfTQUve76aabcn3UsmXLdNmyZavcr0OHDrn2nnjiiaoqmxVUZNpt0zWtfb777rt0xx13XOV7bMOGDfPeLzt16pQ2aNBgpb5LkiTt0aNHumTJkkI/nXVWadOoVeS1WadOnUI/Lajx9ttvv7zXYrt27dL7778/nT9/fqlTqI0dOza96KKL0vXWWy/vtXzccccV8Jmsu9544428z7uuXbum33zzTe7+NU2F98orr6QtWrTIHV+vXr10/Pjx1fgMaiYrd0IVGzx4cN4VYg888EDstNNOBa6K8hg9enRELO/H9u3bx+67717utnbffffo0KFDjB07Ntf2jjvuWCl1smb3339/RESceeaZccUVV8S8efPisssui7/85S+xzz77lPtqwfIupkzVql+/fhx99NFx9NFHx8SJE+Puu++O++67L3fVaPHVv0uWLIlnn302/vOf/8SSJUsKXPW6Y9asWTFs2LDcVYIXXXRRHHHEEWVu5/DDD48PPvggrrrqqoiIGD58eMyaNWuNI56oGiuOgijvtDGpyRWq3XfffZe73aRJk1L3GzZsWEQs79v999+/1D7u3LlzbsSZ6USql9dP7dGoUaMYNGhQHHXUUfHKK6/kTRtbcjrYNE3j008/zR2XJEnuvgMOOCAGDBgQderUKdTT4P9L//+ohoiVp2wGqt8jjzwSu+yyS0yYMCEiIsaPHx8nnnhi9OnTZ6VlD37605/GmDFjcvuWfD136tQp+vXrV52l8//tuuuucdRRR+VG944cOTI6deqUN7p3Rasb3XvOOeeYMjYDwRJUsa+++ioilr8xtWvXLvbff/8CV0R5TZ06NXe7S5cuFW5v2223zQVLxdPrUT1OPPHEvBNgxT+458+fH//+97/j3//+d7naFSyt/dq2bRt9+/aNK664Il544YXo379/PPPMMyudlKH6vP7667npBho2bFihNc8uuOCC+Nvf/hYLFiyIZcuWxeuvvx4HHXRQZZVKBltssUWlrj1A9St50nnhwoWl7lccLEXEaqeTLTkNSfE6P1S94vdVao+WLVvGiy++GNdee21ce+21ud8PKwYUxYq/0zRr1iwuuOCCuPDCC4VKaxHfN2HtseGGG8agQYOid+/e8dFHH+VdeFhyfcg0TeOFF17Ie/0W77v99tvHs88+W+alEqg8/fv3j08//TRGjRoVSZLE7Nmz44orrogrrrhipWCpc+fOMX78+Fi8eHFE/C8gTNM0unXrFldffXUhnkKNI1iCKlbyqs8f/vCHBayEiip5cqVRo0YVbq94zt4V26b6rOpqwZL3ZVH85cOJ1JolSZLo2bNn9OzZM1588cU49thjY/r06YUua5309ddfR8TyPtltt91WO0JiTZo0aRK77bZbbgHe4rapPsVXb1JzlRytW9oIowkTJsSkSZNy26sbxe07DlSeJEniggsuiLPOOisefvjhePHFF2Po0KExefLkvDCxefPm0a1bt+jZs2ccd9xx0bRp0wJWTbETTjih0CUApejQoUO89dZbcf7550f//v1j0aJFEbHqUfclRxrWqVMnTjrppLj++uujcePG1Voz+YzurX6CJahim2yySe52gwYNClgJFbXRRhvlbpc8mVJeX375Ze52y5YtK9weZVMcHFX0akFXG9ZMs2fPjn/+85/Rv3//eP/99wtdzjptxowZudutW7eucHsl2yjZNpBN8SLwaZrGe++9F0uXLl3px/UzzzyTu924cePYfvvtS21v1qxZudtlnWIWWLWGDRvGSSedFCeddFJELH+9zpo1KxYtWhQbbrhh1KtXr8AVsir33HNPoUsAVqNRo0Zx6623xqWXXhr9+vWLF198Md5+++3cqJaStt122+jZs2ecfvrp0b59+wJUy6oY3Vu9BEtQxdq1a5e7/c033xSwEiqqTZs2EbH8g2fEiBExY8aM2HDDDcvV1syZM+PNN99cqW2qhx91666XXnop7r777hg4cGAsXLgwbx5lCqPklX1z586tcHslp9py1SCU3Y9+9KOIWP6++O2338Zjjz0WRx11VN4+/fv3z+3TvXv3KCoqKrW9zz77LHd70003rfyCgUiSJFq0aFHoMgBqhdatW0ffvn2jb9++sXDhwpgyZUrMmDEjFi1aFC1btoyNN97YxTJrMaN7q49gCapY9+7dY5NNNokpU6bEW2+9FUuWLIm6db30aqLu3btHvXr1YsmSJbFkyZLo27dv3HTTTeVqq2/fvrFkyZKIiKhXr95q1yag8pmGYt0yadKkuOeee+Kee+6JL774IiIiL1Aqvkppo402iuOOOy769OlTyHLXOcWjQYtHR1TUu+++m7ttNCiU3WabbRY/+tGP4r333os0TePss8+ONm3axB577BGLFi2KCy+8MG+kZ+/evUtta9asWTFx4sTctit6AYCapEGDBtG2bdto27ZtoUuhjIzurXrObkMVKyoqij59+sSf/vSnmD9/ftx///1x8sknF7osyqFJkyaxzz77xAsvvBAREbfddlt06tQpzjjjjDK1069fv7jllltyIyT23ntvV9VDJVu8eHE8+eST0b9//3j55Zdz4VFE/hzKSZLEAQccEKecckocfPDBvlwWQMkptL766qsYNGhQ9OzZs1xtvfDCC3nTjFrbEMrnjDPOiF/96leRJElMnz499t5779hwww1j7ty5sXjx4tx7aNOmTePoo48utZ0XX3wxd7thw4ax7bbbVkf5AFBtli5dGu+++26MHj06Zs2aFXPmzMkbFZHFH//4xyqqDihmdG/lS1KLQ0CVW7hwYeyyyy7xwQcfRMuWLeOtt96KLbfcstBlUQ7Dhg2LHj165J2UPvzww+NPf/pTdOjQYbXHjhs3Li699NIYMGBARETu+CFDhkS3bt2qo3yo9T744IPo379/PPjggzFz5syI+N9rrfh2RETbtm3jpJNOipNPPjk222yzgtXLcm3bto0vv/wy0jSNdu3axZtvvlnmqUZnzJgRu+++e4wbNy7SNI3NNtssN0KNtcvs2bNj3rx5kaZpbj0f1i5pmsZee+0VQ4cOzX3nKVZy6tAbbrghzj777FLbOeqoo2LAgAGRJEl069YthgwZUqV1A0B1+eijj+K6666LAQMGxPfff1+htpYuXVpJVQFUH8ESVJOxY8dGz549Y/z48bHpppvG/fffHz/+8Y8LXRbl0KdPn7jnnnvywqWIiK5du0a3bt1i6623jqZNm0aSJDFnzpwYM2ZMDBs2LN56662IyD/Jffzxx1vvBypo7ty58dBDD0X//v3jnXfeiYhYae2kNE2jfv360atXr+jTp0/sv//+BauXlV155ZVxxRVX5N5Xu3TpEg8//HD84Ac/yHT8Rx99FEcddVR89NFHEbG83y+//HJXf64lBg4cGE8//XQMGTIkJkyYkLuKN0mS3LSwJU2YMCEXCjZu3Dh22mmnaq2X5ebMmRO/+MUv4qWXXlrl/eeee25cd911pR4/Y8aM2HzzzWPhwoUREV6TawFX1dc+3333XcyZM2eVC8uviWB/7fLll1/G559/HjNnzsxdfHH88ccXuixKcf3118cf/vCHWLJkSZR2WrXkhRir2qfk+QTBElATCZagGgwePDgiIqZOnRpnnHFGTJ8+PZIkiV133TV+9rOfRZcuXaJ58+arXfh4Vfbcc8+qKJc1WLJkSRx44IHx0ksvrTQKouSXxxWtOGpi3333jeeee86aW1ABxx9/fDz++OOxYMGCVYZJERHbbbdd9OnTJ4477jhD39dS8+fPj/bt28e0adMiYnnf1a1bN4488sg45phjYvfdd19pMdW5c+fG8OHD48EHH4xHH300F1CkaRobb7xxjB071jSjBTZo0KA4++yzY+zYsRGx8kmV0k6kvPzyy7H//vtHkiRRv379mDx5cjRv3rxaamZlL7zwQjz11FO5tZI6deoURx999BoDvxtvvDGuuOKK3PbLL78cO+64Y1WWSilcVV97fPHFF9G/f/945ZVX4t13343vvvuuXO2UFuxTvSZOnBg33HBDPP3003nr0RVb1ettyJAh8eqrr0bE8oXnzzrrrCqvk3zXXnttXHjhhRERqx3Vu6rvPau6T7AEhfHZZ5/F008/HePHj48GDRpE586d47DDDvO7owwES1ANioqKVgocSoYM5eHHQGEtWbIkLr744rjuuutW6ss1fYFMkiR+97vfxZ///GfruUAFFb+/Fr+2il9/66+/fhx11FHRp0+f2GWXXQpcJVkMGzYs9ttvv9zohhXfWzfaaKO80aBTp07N3Vey/xs2bBgvvvhidO/evdqfA/9z5ZVXxpVXXplb36zk6zPLFbrbbrttjB49OpIkiVtvvTVOO+206iwfag1X1dcOS5Ysicsuuyyuu+66XB9U5FSOviysZcuWxWWXXRZ/+9vfYunSpaW+7lbVR6NHj45tt90297odM2ZMtG/fvsprZrkPPvggdtxxx9xozzRN46CDDorDDjss6tWrF8cee2xELO+/V155JebOnRuTJ0+OYcOGxcCBA2PevHmRJElstNFGcf3110ebNm0iImKvvfYq2HPif77//vt45JFH4pVXXolRo0bF1KlTY86cOWU+9+Z8XfWbMGFCvPLKK7ntY489NurXr7/KfdM0jQsuuCBuvPHGlUZuN27cOG666aY48cQTq7LcWkOwBNVgxROfJZX3JejHwNrh/fffz10BWnwytDQNGjSII444Is4999z40Y9+VD0FUi7z5s0r1/QwphSpfiXfXyMiunXrFqecckocccQRsd566xW4Osrq+eefj2OPPTZmzpy50siz0pTcr3nz5vHAAw/EgQceWOW1Urqbbropfvvb30ZE5AV+u+yyS2ywwQbx7LPP5u4r7btMyekRDzzwwHjmmWeqq3yoNVxVXzukaRqHH354DBw4sNTR2WWlLwtn8eLF8bOf/SxefvnllS68iMgW5O67777x6quvRpIkccUVV8Rll11WXeWv84499th46KGHImL575D+/fvHCSecEBHLR6BttdVWEbHq19jcuXPj8ssvj5tuuikiIlq3bh0vvfRSdOrUqRqfAaW544474ve//33MnTs3IoT3Nc1vf/vbuPnmmyMiYqeddsotRbEqf/jDH+Kaa67Jba9qJqK77rorTjrppCqsuHYQLEE1KOsUd1n4oFq7LFq0KEaMGBEjR46MqVOnxqxZsyJN02jRokW0atUqdt5559h5552jQYMGhS6VVRg8eHA8+OCDMWzYsPjkk0/KHChFuCqpUIqKiqJVq1Zx3HHHxSmnnBLbbLNNoUuigr766qs466yz4umnn85bi2dVir/GFhUVxcEHHxw33XRTbLbZZtVWKyv77LPPYtttt819R2nQoEFceeWVceaZZ0ajRo3WeNKl2LvvvpubNm2DDTaIWbNmVWikN6xrXFVfe9xyyy1x9tlnr3Tia8stt4zOnTtH8+bNyzULgnVeC+P444+Pf/7zn3n9uccee8Q+++wT9evXj0svvTQiVv8Zedttt8VvfvObSJIkunXrFkOGDKm2+tdlixcvjqZNm+YuKD3ttNPi1ltvzd2f9TtO//7949RTT42IiHbt2sW7774bTZo0qeLqWZ2zzz47br311lUucVCW0+ZG+BZOx44dY9y4cZEkSdxyyy1x+umnr3K/MWPGRJcuXXL9uqqLa9I0jfXWWy8+/fTT3PcfVk2wBNWgb9++VdLu5ZdfXiXtwrpi/Pjxccwxx8Sbb74ZEa5KqomeeOKJOPjgg61VVgt9/vnn8cADD8TQoUNj5MiRMWfOnLz7mzZtGjvvvHP06NEjjj32WNPArCWOPvroePTRRyMiolGjRvHSSy/F7rvvnrs/60mXZcuWRZMmTWLBggWRJEmMHj06tt5666p/AlBLuKq+dkjTNDbddNOYOnVq7nvqIYccEn/605+iS5cuBa6Osiq5hmCaptGhQ4d46KGHYuedd46I7J+RJferX79+zJ49Oxo2bFg9T2Id9sYbb0S3bt0iYvn76tixY2PLLbfM3Z+1/yIiTj311Ojfv38kSRKXXHJJXHnllVVaO6V76KGH8i62KH6vrV+/frRv377c4X3xWmhUvenTp0erVq0iYnkffv7559G2bdtV7nvaaafFP/7xj1x4+LOf/SxOOumkqFu3btx3333xxBNP5O77zW9+EzfeeGP1PIkaSrAEwDpp1KhRse+++8acOXNWuf5HsdKmjVnVfYIlqDqLFy/OGw1qjbq1z8KFC6NFixaxYMGCiFg+Dde5556bt09ZTrrstNNOMWrUqEiSJJ588sk4+OCDq654qEVcVV97jBgxInbdddfcd9ATTzwx+vfvX+CqKK8999wzhg4dGhERbdu2jREjRkTLli1z95flM7JFixYxe/bsSJIk3n77bVOtV4P77rsvTjrppEiSJDp06BCffvpp3v0r9t/ixYtLnb3mq6++yk2jvvnmm8eECROqtHZK16FDh/j8889z5wN22mmn6Nu3bxxwwAEuXqwh/vvf/8Y+++wTERGtWrWKKVOmrHK/pUuXxiabbBIzZ86MiIgDDjggnnvuubx9ikeVRkRsvPHGMXnyZLMmrEblz88FAGu5uXPnxmGHHRazZ8/O/a1u3bqx1157Ra9evXKLzUdEnHDCCdG7d+/Yddddo169enlhUqtWreKEE06IE044IY4//vjqfhqwTqlXr160atUqNt54Y6HSWur111+P77//Pjd9xBlnnFGh9jbddNPc7cmTJ1e0PFhnvP3227FgwYLchTMXXHBBudrp06dP9OnTJyKWj/L+61//WpllksEHH3wQEZFbq+76668vcEWU18yZM2PYsGGRJEkkSRI33nhjXqhUViVHrI0ZM6YySmQNZs2albu9qhGcK4ZIxRfarEqbNm3ihz/8YaRpGpMmTYq333678golsw8//DAXKkUsH73yxhtvxIEHHihUqkEmTpwYEcsD3c6dO5e638iRI2PGjBm5czrFU4+W9Kc//Sn3/8PUqVNj9OjRVVBx7SFYAmCdc9ttt8WECRNyXxh69uwZEydOjFdffTVuuOGGvH3vueeeePzxx2P48OExZ86cuOuuu6Jt27aRpmlMmzYtli5dGnfddZd56oF1XvHVtkmSxC677FLhdQU32GCD3O158+ZVqC3Kpk6dOpX+zwma6lN8FX2SJNG+ffu8qZpWZXVrS15xxRW570v3339/pdVINtOnT4+I5X252267RdOmTQtcEeU1dOjQWLZsWaRpGhtttFGFR+GWDKWmTp1a0fLI4LvvvsvdXtVrccURnSUvYlyVdu3a5W6PHTu2YsVRLsWBXpqmUbdu3fjHP/4RderUKXBVlNWMGTNytzfccMNS9yu5Hl3r1q2je/fuK+2z+eab54VTH374YSVVWTv5dg9QCYYOHRpDhw6NESNGxNSpU2PmzJmRJEk0b948WrVqFV27do0ePXpEjx49Cl0qsTxYKj5JssMOO8TTTz+daQREgwYN4uSTT47DDz88jjzyyBg0aFA8+OCDkSRJ3HfffVVdNtRaJ598cu72tddeGy1atChXOzNmzMhdmZ8kiemCqtm0adNytzfZZJMKt1fyZPfqTnxT+cyWXrOV56r69dZbb5VtFV9V/+677+auqt9pp50qt2BK1ahRo9zt1q1bF7ASKurrr7+OiOXfT4rXVKqI9ddfP3f722+/rXB7rFnJ4GhVo5FK9knE8unuSo6+XlHJdbFKm7qLqlX83TVJkujatav32Rrq+++/z91u3LhxqfsNGzYsIpb39wEHHFDqfltvvXV8/PHHERHxzTffVFKVtZNgCaCc0jSNfv36xQ033BDjxo1b6b6I/63JM3DgwIhYflXS7373uzjttNPM01ogn3/+eXz55ZcRsbx/rr766jJPq7XBBhvEE088Ebvvvnu8//778c9//jN69eoVvXv3roqS11mrujJ6xSkHq+rqaVMbVq9777039554xRVXlDtY+vbbb/PaEixVr5IjlIrXdqmIklcfNm/evMLtUTYl1x7Muv+KBFSFUZ6r6ksLliL+t75SxPKr6gVL1WezzTbL3Z4/f34BK6Giitf0iKicz7SSJ1JNEVw9WrVqlbs9Z86cle6vW7dutG7dOhcivvvuu9G1a9dS25s0aVLu9uqmzaPqlBxN3bZt2wJWQkWU7MeS740rKg6WImK1F32X/J4kuF89wRJAOXz11VdxzDHHxJAhQ/JOmhSfVFnx5ErxPuPGjYvf/OY38fDDD8dDDz2U92OR6lFy/uoWLVrEfvvtV652GjVqFNdee23uSpe///3vgqVKduKJJ670Wlox8FnVPpVBsFT9itcCWdvaIruNNtood7s4wK+I9957b5VtU/X23HPPMr2Gli5dGrNmzYpx48blTo4Vj9zefvvtq6pMSuGq+tqja9euUVRUFGma5qY4pGaq7OldS15FX94LciibbbbZJne7tNfjdtttlwuWBg0aFKeeeuoq95s5c2a89dZbuc/a1U3fRdUpeT6mMi6KojBKvr+W9htk9OjRedOG7r777qW2VzKcMjXi6gmWAMpo6tSpseeee8aECRPyTl6mabraK3NL7jd06NDYa6+9Yvjw4XlXPlH1Ss5V/8Mf/nCl+1c8kbZw4cJS1wnZb7/9clelvf766zF58uTVnpih/NYUFFTGVfHFV+cLJKB8itcKSNM03n333Zg/f/5qp6NYnXfeeSdvar0dd9yxUmokm9dee61cxy1atCheeuml+POf/xzDhg2L2bNnR48ePeKqq66q3AJZLVfV1x6bbbZZ7LPPPvHyyy/Hp59+GmPGjImtt9660GVRDiUvkPjss88q1NbSpUtj1KhRuW3Td1WPLl26RP369WPRokUxadKkmD17djRr1ixvnx//+Mfx4osvRpqm8cwzz8R77723yt+cv//973NBRpIk8aMf/agangErKtk3n3/+eQEroSJK/gZ57733YsGCBXkXxUREPPXUU7nbzZs3z1tHaUUlR5iueDEO+YrWvAuwOu3atcv71759+zXuUxn/VvU4VI/evXvH+PHjI+J/J6I32WST+N3vfhf/+te/4sMPP4xJkybFpEmT4sMPP4zHH388zjvvvGjdunXeSevx48dHr169CvhM1k0lF1Fd1RXwK34BKTmdzKoU/whI0zRGjhxZ4frIt6bAtnifynosaraS6/C4uqz67bLLLrHBBhtEkiSxePHiuPvuu8vd1vXXX5+73bZtW9OT1BD169ePAw88MIYMGRK/+93vIk3T+POf/xyXXHJJoUtbp2S9qr7YoEGDSm3LVfWF17dv39xn2sUXX1zgaiivH/zgBxERudFnFRnZ+9xzz+V+oyRJErvttlul1MjqNWjQIHbdddfc9gsvvLDSPkceeWQUFRXlvgsdcMABcf/998eMGTNiyZIl8eGHH8axxx4b/fv3z72vbrrppi6gKZCOHTvGbrvtFmmaxvvvvx+TJ08udEmUw49+9KNIkiSSJIkFCxas9BtkyZIlcdddd0XE8vfMPfbYY7XtffLJJ7nbZhlaPSOWoIImTJiQNwf9qq50X3GfyuCK+sJ45JFHYvjw4bn+bNSoUVx11VVxzjnnrPIkZps2baJLly7Ru3fvuOaaa+LGG2+Myy67LL7//vtI0zTefPPNePjhh+Poo48uwLNZN9WvXz93e1V9tuIVKZMnT17tPOglp54wPUzluueeeyplH9YdJResL+9IGcqvTp068bOf/SwefvjhiIi4/PLLo1evXrH55puXqZ0nn3wyHnroodx3HZ+RNU+SJHHttdfGZ599Fs8880xcffXVsd9++8U+++xT6NLWCa6qr126desWffv2jUsvvTSefPLJuPjii+PPf/5zocuijDp37hxt2rSJr776KtI0jeuuuy5uuOGGMrezbNmyXP8Xz8Cw4uubqlN88UTE8u8rRxxxRN79W265ZZxwwglxzz33RJIkMW3atDjppJNWaqfk+aMLL7wwiopc918oF198cRx88MGRpmlceeWV0a9fv0KXRBm1atUqunXrFsOGDYs0TeOiiy6K9ddfPw477LCYOnVqnH/++Xkj0g4//PBS25oyZUpuRHfE8vCR1UiBCkmSJC0qKkqLiopyt1e3T2X8K+1xqHo77rhjmiRJmiRJ2qRJk3Tw4MFlbmPo0KHp+uuvn+vLHXbYoQoqpTR33XVX7jV00EEHrXKfxo0b5/YZOHDgatv7+c9/ntv3L3/5S1WUDLVe8ftqUVFROnHixHK3c9ttt+Xa2XrrrSuxQrIaPXp0WqdOndxnXLt27dIPP/wwd/+ECRPy+ntF99xzT9qwYcPc8eutt176zTffVOdToBJ9/PHHub7+8Y9/XOhy1il77rln7r/9o48+utL948ePz3uttmrVKr3vvvvS6dOnp4sXL04/+OCD9Jhjjsn7/bHZZpulS5cuLcCzIU3T9Nprr8312V577ZW+8MIL6eLFiwtdFmVw0UUX5T4D69atm77wwgt596/pM3LFNoqKitLbb7+9Okrn//v8889z//0bNGiQfv311yvtM2PGjLRz5865Pirev2S/Ff/95z//eQGeBSv6zW9+k+ubO+64o9DlUA7/+te/8l5zpZ1LbdOmTbpgwYJS27nnnntyr9UNNtggXbZsWTU+i5rHiCWooC222GKNo4ey7MPab8qUKTFq1KhcX/75z39e4xDaVenevXv86U9/inPOOScili9OPmXKlNhkk00qtV5WreQ0kqVNQdGlS5fctHZDhgyJQw45ZJX7pStMf1dysWygfMrzebl06dJ49dVX409/+lPubyWneaL6dOrUKc4666y48cYbI0mSGD9+fOy4445x7LHHxhFHHLHKBcYnTZoUL7zwQtx1113x1ltv5V3F27dvX2sR1mCdO3eOTp06xSeffBL//e9/Y9KkSWUewUb5uKq+Zvjxj39cpv2bNWsWM2fOjCFDhsRPfvKTaNSoUbRv3z6aN29epr5JkiRefvnlspZLBV144YXRr1+/mDdvXixdujQOOeSQ+Pvf/x6/+tWv1njs9OnT4/zzz48HHnggbzr2k08+uRoqp9hWW20VM2bMyE2/vMEGG6y0T4sWLeKVV16JPn36xHPPPbfS/WmaRp06deJXv/pV/P3vf6/qksngxhtvjIiIW2+9NU4//fQYOnRoXHrppda0q0EOO+ywOPTQQ+OJJ55YacaokmspX3fddaWuoR0R8cQTT+SO2WWXXZzLXYMkTS0oAJDFk08+GYcddlhELJ8ubdq0aXnTqpXFwoULo1WrVjFv3rxIkiT+9a9/Re/evSuzXEoxderUXIjXoEGDmD9//ko/xM8888y4/fbbIyJi4403js8//zwaNWq0UlsPPfRQHHvssRGx/IvHM888EwceeGAVPwOomYoXVV2VCRMmRMTy11GbNm2ibt3s1z4tXLgwpk+fHkuWLImIyP1o6NevX5x66qkVqpnyWfb/2rvvsCiutg3g9yzSbIgiNgR7S9So2FBR7AULgt0oYkyMRs0bTWKisWtsMSbRaGzYUFRsFHsHFXuLDVRQEUWpIr3M9wffTnalLbCFcv+uiysDM3PmGSezO3OeU9LT0adPH5w8eVLpRU6R/G9GRkZITEzM9HdRFDF48GB4eHhoO3xSMwcHBxw+fBiCIGDfvn0YPHiwrkMqEYKCgqTGNAYGBggODs7UiCkyMhIdO3bEo0ePshy2W37fiqIIe3t7eHp6aif4EkQ+F0teZXetVN1XEASkpaXl+bhUcNu3b4ezs7PS92OdOnXg5OSE6tWrS40PBUHA5cuX8fjxY5w4cQKenp748OGDdO319PTg4+ODnj176vJ0KBfXrl3D4cOHERgYiOjoaJiamqJ58+ZwcnLiEFuFhGJy1tvbG+Hh4dJnap06ddCkSZN8Je83b96s9lgpZ8nJyZg8eXKW//aGhoZYtmwZpk6dmu3+L1++RJ06daTE8bJlyzBjxgyNxVscMLFERKSi9evXY9KkSRAEAd26dctyss686NWrl1TptnbtWkycOFFNkVJuGjZsiMDAQAiCAF9fX9jY2CitP3v2LLp16yY9UA4YMAA7duxQ6pF06tQpODk5ITY2FqIowsDAAG/fvs2y1Rpphq+vr9LY9KtXr4alpaUOI6KcyCvPNPnoKS/fwsICDx48YC9CHUpMTMSkSZOwdetWpcppQLkCNKvWhEDGS/769evzlGSkwmn06NHSnFmrV6/GlClTdB1SiREVFaXUql5fXz/TNm/evMm2VT0ApVb1We1PBZPfxFJBMLGke3PmzMGiRYuynKv54+9FOcVGGqIoYvny5azwJFKDrD6Hs7sPVcHPWN17/PgxPD098fz5cwAZIyoMHjwY1atXz3G/DRs2SA2MgYw51hs2bKjRWIs6vqkREalIcVJ4dQzLY2ZmJi1HR0cXuDxSXffu3REYGAgA8PHxyZRY6tKlC5o2bYp///0XAODp6YkaNWrA1tYWJiYmePToEW7duqX0IjhixAgmlbTs6tWrOHToEARBgJWVFZNKRURWL2cFeXlT3F+eVDp48CCTSjpmZGSELVu2oE+fPli4cKH0efoxxUoyURRRt25dLFiwACNGjNBmuKRBihMgJyQk6DCSksfU1DTXbapWrQofHx+2qtchtvUteRYsWIC6deti0qRJSEhIUPouzKrxhSAIUhLK0NAQGzZswOeff66T2IlKAg5/VrQ1bNgQ33//fZ73+/LLL1UampT+w8QSEZGKTExMpOXIyMgCl6eYqCpXrlyByyPVOTk5Yd26dRBFEVu3bsWCBQugp6cnrRcEAWvWrEH37t2l4bViY2Nx5MgRAMoveaIowtzcHEuXLtX+iZRwiq3AmjRposNISBU5zTcob00mCAKqV6+uci8VQRBgaGiIChUqoHHjxrCzs8OQIUNgZGSktripYIYMGYIhQ4bg7NmzOHnyJPz8/PDy5UtEREQgOTkZZmZmqFKlCmxsbNCrVy/06dNH6fOYirbo6GhcvnxZuvcVG9VQ4dK6dWu0bt1a12GUOPIeZVTyjB07FnZ2dli+fDlcXV2lxHtWiUb5nDyjRo3CvHnzUKtWLS1HS1S8McFPlD9MLBFpwYULF6Tldu3aFWhenitXrki/29raFjg2Ul3lypUBZDx0XL9+Henp6fmewDg9PR03btyQfufE5NrVuXNn/Pbbb9LL/Lt37zLNO9CpUye4ubnB2dkZ8fHxShXiiq0Kq1evDm9vb1SpUkV7J0AAoPRvXqFCBd0FQiqRz6OUFcUhKC5evMjeZ8WQnZ0d7OzsdB0Gadn06dOlObQEQUCzZs10HBERUeFhaWmJNWvWYPny5fDz88ux8UW3bt34vEukAUFBQboOgajI4hxLRFqgWGEWFBSU7wqz58+fo3bt2lJXeHlPCtIO+STI8mvp5uaG4cOH56usPXv2SMP8CIKAJ0+eoHbt2mqLldTnxYsXWLp0KTw9PREaGir9vX79+hg2bBimT5+u1JuNtOfUqVPo2bMnBEFAjx49cOzYMV2HRPkkT9ILglCg70kiKhwePnyI2bNn49ChQwAyGmJUq1YNr1690m1gREREBSCKIl6+fCn9XrVq1Tw3HE5KSkJYWJj0O597iaioYmKJSAvUVWEmTyzJy+JkgNrXsGFDPHnyBKIookqVKrh48SLq1KmTpzKePXuGjh07IiwsDKIoon79+nj8+LGGIiZ1SkhIkOYd4FBbupeYmAhzc3N8+PABpqamCA8P53jYRdS4ceOk5d9++w0VK1bUYTRE5OLikud9UlNTER0djQcPHkitfxWHjv3rr78wadIktcZJRESkTfv27ZMal5YrVw4vXrzI8zy779+/R82aNfHhwwcAwOHDh2Fvb6/2WImINI1D4RFpCSs7i4cpU6Zg6tSpEAQBYWFh6NSpEzZt2oQ+ffqotP/x48cxfvx4KakkCAK++eYbDUdN6mJsbAxjY2Ndh0H/z8jICAMHDoSbmxuio6Oxf/9+ODk56TosygdXV1ddh0BECrZu3ZrvZ9esJpt3cHBgUknL2Kq++OCw6kSFx7Zt26T3eGdn5zwnlQCgfPnycHZ2xl9//QUg4zmYiSXd8PHxwS+//CL9fvDgQVhZWekwIsrKixcvdHZsPvvkjD2WiLSAPZaKj5SUFHzyySd4+vQpAEgPle3bt8fo0aNhY2ODBg0aSL1ZkpKSEBAQgEuXLsHNzQ0XL16U9hFFEfXq1cP9+/ehr6+vy9MiKrJCQkLQrFkzxMTEwMLCAv7+/qhWrZquwyIiKtIUh3HOD/krpkwmw/Tp07Fo0SI+62gZW9UXHxxWvfjQ09MDkPEu/+zZswJdS/moGbyW2pOcnAxTU1MkJCRAEARcvHgR7dq1y1dZ/v7+sLGxAZDxGR0ZGSn9/0Has3z5csycORMA0KhRIzx48EDHEVFWCvpcml/8fM1d/madJyKdiI+Pl5bZa0I39PX14enpCVNTUwCQEkSXL1/G5MmT0aJFC5QpUwaGhoYwMjJC6dKl8dlnn2HSpEmZkkqmpqbw9PRkRQtRAVhYWGDLli0wMDDAy5cvYWtri0uXLuk6LCKiIk8UxXz9GBkZoX379pg9ezaePHmCZcuW8VlHB+St6gEUuFW9/Nqyd6nuqLM9sPx6kvYpflYWprJINXfv3kVCQgIAoGzZsvlOKgFA27ZtUa5cOQDAhw8fcPfuXbXESHmj2Ai8fv36Oo6GcpPfZ9OC/FDOOBQeURESGBgoLZuYmOgwkpKtUaNGOHHiBIYOHYpnz55JLScUv3RSUlIy7ac4JEzt2rWxd+9eNGrUSGtxU96kpaUhMjISgiDA1NSULcgKqRcvXqBly5bYtm0bJkyYgKdPn6JTp07o0KEDBg0ahBYtWsDc3Fx6cVMVu7zrXkpKCnx8fODn54dr167h7du3Svekubk5WrdujY4dO6Jfv36suNYCXX0OsrWg9snnSMqLUqVKoXz58nn+vCX1S05OxtmzZ6Xf5T2X8mPEiBHScE2nTp1CWloan4l0gMOqFx+8lkXXw4cPAWRcw+bNmxeoLEEQ0KxZM1y8eBEA8OjRI7Ro0aLAMVLeVK1aVVouW7asDiMhdcvqs/bjRJEq21DOmFgiKiLS0tKwfv16ABkffg0aNNBxRCVby5Ytcfv2bcyZMwebN29GbGwsgOxfFOStHcqVK4fx48dj/vz5rHgpZJ4/f44dO3ZIldjR0dFK6ytUqCBVYo8ePRq1atXSSZykrFatWkr3nTx5e/HiRelFLa9Yia1bSUlJWLJkCdavX4/w8HDp74oP+W/fvkVAQAD8/Pzw+++/w8zMDBMnTsRPP/0kDUVK6scXrZKD8wsUbZpoVR8bGyu1qmflp/bJRz2goo/Xsuh69+6dtFylSpUCl6eY1Hj79m2By6O8U2xM+ObNGx1GQjkZO3Zsnrb39PSU6nPkn7m1a9dGgwYNpEb6MTExCAgIQFBQkNLncsWKFWFvb8/PaRUxsUSkJgsWLFBpu9WrV6NChQoql5uUlITXr1/j7NmzShPWycfjJd0pW7YsVq1ahfnz5+PAgQPw8/PD9evX8fbtW0RFRQGA1Kre2toaHTt2xODBg5lQKmTevHmDadOm4cCBA0hPTweQdeVpVFQUTp48iZMnT2L+/PkYPHgwVq9ezfl8CgnFh8GsehFS0XDz5k2MHDkSgYGB0vX7+Lp+TBRFvHv3DosWLcKePXuwa9cutGzZUmsxlzTy5G1ets/Kx9c3u/VElHdsVU9Z4bDqxUdycrK0bGBgoMNISpbExERp2dDQsMDlKZYRFxdX4PIo72xsbFCxYkVERkbi2rVrSElJ4SgIhZCqQ/HGxcVhxIgRUn1c9erV8cMPP2DkyJEwMzPLcp/w8HC4ublhxYoVCA0NRVRUFCIiIuDu7o4yZcqo7RyKKyaWiNRk3rx5uWa0RVHEH3/8ka/yFStN9fT08Pnnn+erHFK/cuXKYezYsXluRUG6d/r0aYwcORLh4eFKlZw53cuiKCItLQ0eHh44c+YMdu3ahR49emgrZMoBK6KLtqtXr6JXr154//690ndebtdVcbuAgAB069YNJ06cQOvWrTUec0lja2ubp9Z7d+/eVWotCGRUotSuXVuptWBQUBCSkpIA/Hc9TU1N0axZMzVGT1RysFU9ZYXDqhcfISEh0jIbLWqPfJ5lAEq96vMrIiJCWuYwbLpRqlQpDBs2DOvWrUNcXBy2bt2KCRMm6Dosyof09HQMHjwYp06dgiAIcHBwwNatW3O9t8zMzDBt2jSMHz8ezs7OOHDgAI4cOYKBAwfixIkT0jxclDUmloiKCMUWwvPnz+fcPEQFdPXqVQwYMEAaKkZ+j8nvMzMzM6WKT8WXB3nFZ0REBAYNGoQzZ86gbdu2Wj4DAvLeLZ4Kp6ioKPTv3x8xMTFK89G1bNkSI0eORNu2bVG/fn2YmJhAEARER0cjMDAQV65cwa5du3Dz5k3pvoyJicGAAQPw8OHDPPUQptydO3dOpe3S0tLw7bff4vz58wCAMmXKYMKECRg1ahQ+++yzTPOzpKWl4fbt29i5cyc2bdqEuLg4REdH45NPPsGff/7JFzqiPGKrevoYh1UvXg4ePAgg41pyeG7tqVSpEoCMxjL37t0rcHmKZWTXm4I0b9GiRTh8+DBCQ0Px008/oWPHjmjcuLGuw6I8WrduHU6ePAlBENC1a1fs27cvTw3iypYti71796Jnz544c+YMzp49izVr1mDq1KkajLroY2KJSI1UaS2f3xb1BgYG6NChA7777jv069cvX2UQUYb4+Hg4ODggISFBqsAWBAGOjo4YM2aM1CVeUVRUFC5duoTt27dLw+YJgoCEhAQ4OjoiICAApUuX1tEZlVyqdounwm3WrFl49+6ddD9WqVIF69atw6BBg7Lc3tzcHObm5tL34sGDBzF58mSEhYUByGhRP2vWLKxdu1aLZ0Fy48aNg5ubGwRBQPv27bF7927UrFkz2+319PTQqlUrtGrVCv/73/8wYsQIXL58GevWrUNUVBTc3Ny0GD2pKi0tDZGRkRAEAaamppkShqQ7bFVf9HBY9eLjwoULKm3n7++P4OBglcuVX8sTJ07A3d1d+nurVq3yGiLlU9OmTaXlN2/e4ObNm/kefvnmzZsIDQ2VfmfDYd0xNTXFnj17MHDgQERGRsLW1hZ//PEHRo4cqevQKA/WrFkjLa9duzZfcyTJZDKsWbMGTZo0kcphYilngshxY4jUQt4q92OiKKJr164AMloU7dq1S2k4iZwIggBDQ0NUqFABderU4VivRGqyePFi/PLLL1Ildr169bBr1y5YW1urtP+NGzcwcuRIPHnyREpKLViwALNmzdJw5ETFT1JSEipXroy4uDiIooiqVaviwoULqFevXp7KefLkCTp16oS3b99CFEWUK1cOb9++VUtrfVLdrl27MHr0aAiCgBYtWsDX1zfPc3kkJCSgY8eOuHXrFgRBwLZt2zB69GgNRUyqev78OXbs2AE/Pz9cu3ZNGuZQrkKFCmjdujU6duyI0aNHsxW9Du3duxfDhw8HAFSrVg2vXr0qUHkWFhYIDQ2FIAjYsWMHK9s0QCaTqTTnXH4nE5c/r4qiiFKlSuHu3busyNYQTV9LxXIEQcCpU6dgZ2eX77Iob6pVqyYNCdqvXz94enrmq5yBAwfCy8sLQEZPKMUhTEm75Mngp0+f4ttvv0VsbCwEQUDNmjUxYMAAtGjRAubm5nkedtLW1lYT4VIWbt26hVatWknzQt66datA5bVo0QJ37tyBIAi4du0a5+/NARNLRFqg+HAZFBQES0tLHUdEmhYREYF9+/bhypUrCAsLg7GxMSwsLNC9e3f06tWLk6zqWK1atfDy5UuIoohatWrh8uXLeZ6DICwsDDY2NggODoYoiqhZsyaeP3+uoYiJiq/jx4+jT58+ADIqSNzd3TFkyJB8laVYmSoIAo4cOYJevXqpLVbKnbW1tTQ0ob+/f77nurp69SratWsHQRDQvHlz3Lx5U82RkqrevHmDadOmSb11gex74Mufd2UyGQYPHozVq1ejWrVqWouVMjx8+BCffPIJABS4UuTmzZtSwxtWsGiONpMRixcvxk8//ZTvcihn8mupqao2xbklBw4cKA2LR9oxZcoUqUe8IAhYtmwZZsyYkacyVq1ahRkzZkjXcsKECdJQlaR9WX3+KiZv80MQBKSmphY4NlKNu7s7Ro4cCUEQMHjwYOzbt69A5Q0ZMgT79++HIAhwc3OT3i8pMw5YTqQlinO3UNESHh6OM2fOYM+ePTh06BDu3r0rVax8TBRFLFmyBFZWVpg8eTK2b9+O48eP49ChQ1izZg0GDRqERo0a4dixY1o+C5J7+PAhXrx4IbXcXLt2bb4mtq5SpQrWrFkj3dchISF48OCBusMlKvYUE7Lm5uZwcnLKd1lOTk5K9zOTvdr16NEjKanUoEGDfCeVAKBNmzZo0KABRFHEnTt38PDhQzVGSqo6ffo0mjdvDg8PD6SlpSlVtGT1A2Q8C6WlpcHDwwPNmjXDyZMndXkKJVLjxo1RpUoV6ZrMmzcv32XNnz9fWq5YsSKTShokf1/8+EeVbXL70dfXh52dHby8vJhU0gJNvveLoogyZcpg+vTp2LNnj8aOQ1n78ccfYWBgICUPf/zxR3zzzTf48OFDrvvGxcVh6tSp+P7776X99fX1eU8WEh8n8RWfa/LzQ9pT0J7ZH1NMKCoOWUmZcY4lIi3ILglBhdvt27fx/fff49y5c5muobm5Ob799lvMmDFDmlNAFEWMHTsWbm5uWbYslP8tODgY/fv3x9atWzFq1CgtnQ3J3blzR1quUaOG1FMiP/r06QMLCwuEhIQAAO7evSuNx0tEqomKigKQ8VnZsmXLArXGlslkaNWqFY4cOaJUNmnHv//+Ky2rY9LjJk2aICAgQCqbEylr19WrVzFgwAAkJCQAgFQJJn+eMTMzg4mJCQAgJiZGaS4f+X0cERGBQYMG4cyZM2jbtq2Wz6Bkc3JyklrV+/j4YOXKlflqVe/l5SVdT0dHR7XHSRnOnj2b5d85rHrRM3fu3GzXyRO1giBg6tSpKs+XpXgtGzduDGtra87tqiMWFhaYPXs25syZI30vrlu3Djt37sTIkSPRpUsXfPLJJzA1NYUgCIiMjMSDBw9w7tw57Nq1C+/fv1dqpDFr1ixYWVnp+KxIfk2YECqaSpX6L73x9OnTApf35MkTaVkmY5+cnDCxRESUBXd3d4wZM0apda6isLAw/Pzzz7hw4QK8vLwgk8nwxx9/YOfOnVm2bgGUWz2kpaXBxcUFLVq0YCJCy+TjV8uHVyqo5s2bS4kljo1NlHfm5ubScl4mJM+OvKIbACpXrlzg8kh1iq0F1THkq2IZ6m6JSDmLj4+Hg4MDEhISpIozQRDg6OiIMWPGwMbGBhUrVlTaJyoqCpcuXcL27dulYfMEQUBCQgIcHR0REBDAilAt+vHHH7Fx40akpKRIreqDg4OxdOlSlC1bNsd94+Li8NNPP0mTX4uiCAMDA7aq16DOnTvnuF7+HtG+fXsOq17I5ZZYkl/L//3vf7yWRdTs2bNx+/ZtHDhwQPqMfP/+Pf755x/8888/2e6nWC8giiKGDBmCX375RVthUzZyumepaKhevToASCMdPHv2DHXq1MlXWU+ePMHt27elz+oaNWqoLc7iiIklIqKPXLt2DZ9//jnS0tIAZO5xpPj7sWPH8Ntvv2HixImYN2+e0rrq1aujZcuWKF++PCIjI3H16lVERkZK26SkpGDatGkcIkbL4uLipOXy5csXuDzFSTwVyyYi1VhYWEjLYWFhBS5PsYyaNWsWuDxSneJY8uoYhlCxDPb+1q7ff/8dr1+/liq/6tWrh127dklz7WTF1NQU/fr1Q79+/XDjxg2MHDlSavH5+vVr/P7775g1a5a2TqHEY6v64oWt6IsPeaKeirY9e/bgu+++w19//aV0PXOag1Cx5+/06dOxbNkybYVLOWBiqejr0KGD0n04ZcoU+Pj45LkcURQxdepUaVkmk6FDhw5qi7M4EkQ+oRDpzIsXL+Dr64unT58iMjISsbGxAIDNmzfrOLKSTXHicSDjC8XU1BT16tWDKIp4+vQpoqKipAfDqlWrYt68eZg4cSIEQUClSpWwefNm9O/fX6nc9PR0bN68Gd9++y0SExOll4qAgADUrVtXF6daIm3cuBFfffUVBEFA586dcebMmQKV17VrV5w7dw6CIGDdunX48ssv1RQp5beVUUEJgqCWLvSkmsTERFSpUgWxsbEoXbo03r17B2Nj43yVFR8fD3Nzc8THx6NcuXJ48+ZNvsuivNu9e7c0xKuenh5evnyp8pBNH3v9+jVq1qwpVdDs3LkTI0aMUFuslLNatWrh5cuXEEURtWrVwuXLl/M8H2FYWBhsbGwQHBwMURRRs2ZNznumA05OTkqt6oHcJyP/uFX90KFD4e7urvFYiYq78+fPS8vt27dXS+9e0q0TJ05gwYIFuHTpktLfP26cKte5c2fMmTMHdnZ2WouRqCSws7PDhQsXpHq2kSNHYuPGjTAyMlJp/8TEREyYMAFubm7S/auO+qLijoklIi0TRRFubm5YuXIl7t27l2mdIAhSTxlFBw8exF9//QUgY+JcDw8PrcRb0ly5cgXt27eXXqQrV66Mf/75BwMHDlR6OPT09MTEiRPx9u1bAED9+vUREBAAAwMDXL16Fc2aNcv2GJ6enhg0aJBU3uLFizFz5kzNnxwBALy8vDBw4EAAgJGREd69e4cyZcrkq6y4uDhUrlwZiYmJEAQBhw4dypRQpPyTyWRKFWHakt3nMGnOl19+iU2bNkEQBCxatCjfwy0tWbIEs2fPhiAIcHZ2ZkMNLXv69Cnq168vfb+NHj0a27Zty1dZY8aMwc6dOwGAjTC07OHDh/jkk08AZPzbe3t753s+wqNHj6Jfv35SWffu3eMQwFqWlpaW51b1iuvlreo5xwARUfbu3buH06dP49KlS3j9+jUiIiIAZMxHWK1aNXTo0AHdu3fndyCRhly/fh3t2rWTegUKggBLS0vMnDkTQ4cOhampaZb7RUVFwd3dHcuXL8eLFy8AZDwD6enpwd/fH61atdLmaRQ5TCwRaVFoaChGjBgBPz8/AJlbA8qXs6rQDA8PR82aNZGUlARBEODr6wsbGxvtBV9C/PDDD1i5ciUAQF9fH1evXs12Hp67d++idevWSE1Nlb64xo0bh02bNuV6nG7duuHs2bMQBAEODg5MFGpRVFQUKleuLN1zc+bMyXf394ULF0r76unpISwsLNOcE5R/8sSSKlRthZ3T/orziDCxpF2vX79G06ZNERUVBQMDA+zduzfPSVovLy8MGTIEKSkpqFChAu7evcsxsXWgVatWuH37tnQvzZw5E4sXL85TGbNmzcKvv/4q3c8tW7bEtWvXNBEuZcHd3R0jR44EkDGcmvwlO78sLS0REhICQRDg5uaG4cOHqyNMyiO2qi/60tLScPv2bYSEhCAyMlKquK5YsSIqVaqEGjVq4LPPPlOaxJwKFxcXF2l55cqV+X5viIiIwPfffw8g4x5mQxoiImDZsmX46aefMtWxCoKAevXqoX79+ihfvjwEQUBMTAwCAwPx5MmTTHOji6KIX3/9FT/++KMuT6dI4BMHkZaEhoaiXbt2ePXqVaZxlRUrNLNjZmYGBwcHaRiKvXv3MrGkATdv3gSQ8WUydOjQbJNKANCsWTMMHz4cO3bskP7m6Oio0nEcHR1x9uxZAMD9+/cLEDHllampKdq1a4fLly9LDwwtWrTAgAED8lSOt7c3Fi9eLN3Lbdu2ZVJJzSwtLfOUKAoPD0d8fDwA5QoyIyMjmJiYAABiYmKQmJgorZOXX7ZsWVSqVEkdYVM+VKtWDZ6enrC3t0d0dDQcHR0xdepUzJo1K9vWZXJRUVFYtGgR/vrrL6SmpqJChQrw8vJiUklHli5dil69eknPNUuXLsWZM2cwb9489OzZM9t7Oj09HcePH8f8+fNx7do1pUTvr7/+quWzKNnevXsHIOPzMafnIFU1b94cISEhSmWT9vXs2RM9e/Zkq/oiJiYmBhs3bsSxY8fg7++PhISEHLc3NjZG27Zt0adPH3zxxReoUKGCdgIllWzdulX6Hpw3b16+3x0+fPigVBYTS0REkBJBs2fPluZnlSeNAgICEBgYqLS9Yp3Bx+8eP/zwg/YCL8KYWCLSgrS0NNjb20utNQGgcuXK+Oqrr2BnZ4e0tDT06NEj13IGDRokJZZOnTql0ZhLqoCAAGnZ3t4+1+379u2rlFjKaQg8RfKKGlEUpRd60p6ff/4Z9vb2EAQBycnJcHJywv/+9z/Mnj0b5cqVy3HfDx8+YPHixVi1apVSb7X8Dt1F2QsODlZ5299++02aFF4QBAwcOBCjRo1C27ZtYWFhobRtSEgIrly5Ajc3N3h6eiI9PR0pKSmYPHkyZsyYoc5TIBVduHABALBixQr88MMPiIqKwu+//461a9eiV69eaNu2LRo0aKDUwiwgIAD+/v44ceIEkpOTIYoiKlasiKVLlyI1NVUqMze2traaPLUSp0ePHpg8eTLWrl0rvaBduXIFffv2RcWKFdGqVassWwveuHEDkZGRAJQnNp80aRK6d++uy1MqceLi4qTl8uXLF7g8xe9VxbJJN5o2bYqmTZvi22+/1XUolIPIyEgsXLgQmzdvlu4bVQabiY+Px7lz53Du3DksWLAALi4u+OWXX9h4phD5uJFpYSmLiJSlpKTg6tWrSnOii6KIOXPm6Do0ysGPP/6ILl264Msvv5SmH8nuc1Kx17YoimjatCk2bNiAtm3bai3eoo5D4RFpwcaNG/HVV19JH1oODg7Ytm2bNK/L8+fPUbt2bQA5z+0RFRUlvRQIgoDw8PBcW3JT3piYmCA2NhaCIODGjRv47LPPctz+9u3baNmyJYCMaxIXF6fS5ICPHz9G48aNAQAGBgZKPShIO/r164ejR48qtUwxNjaGvb09bGxs0KBBA5iYmChVYl+6dAne3t6Ij49XepHr1asXjhw5ouMzKrl+/vlnLFu2DEDGfGc7d+6EtbW1Svteu3YNn3/+OQICAiAIAmbMmCGVRdqT1bCH+ZlkPq8EQUBqamqe96Pcff311/jnn38yDbOV3XX6eL0oivj666+xdu1aLURLihSfW9UxaXHXrl1x7tw5CIKAdevW4csvv1RTpETF04ULFzB69GhppAsg799xivtVq1YNO3fuRJcuXdQdKuWRfK4yQRAQFBQES0vLfJWjav0BEeWdn58fVq5ciRMnTiApKSnT+qzut2PHjmHv3r0AMoYnlU+vQLp19uxZbN++HX5+fnj69GmW29StWxcdO3bEmDFjOPxvPjCxRKQFDRs2RGBgIARBQKdOnXDmzBmlCXDz8mCoOE4951lSPz09PSlh8OTJE+m6ZOfZs2eoV68egLw91PNlQPc+fPiATp064c6dO5nG4M3Jx2PvNmvWDH5+fihbtqzGY6bMjh8/Lk0qX7duXVy6dAmVK1fOUxlv375Fhw4d8PTp0wJPVE/5I08sZdfyNrdJ5lXZNrv9+fmrOR4eHvjmm2/w9u1bAKp/vpqbm2PNmjVwcnLSeIyUmZeXFwYOHAggYyjRd+/eSY2h8iouLg6VK1dGYmIiBEHAoUOH8jx/GlFJ8ueff2L69OnSd1N2c2AZGhqiQoUKEAQB0dHRmRqpfbyfnp4eli9fjv/973+aPgXKgboSS0FBQahbty4AoFSpUkhOTlZbjJR///77L65du4a3b98iMjISgiDA1NQU5ubmaN26NT799FNdh0g5iIuLw5dffimNEpTVO0V27w4vX75EnTp1pOHXbt68qZbhhEl9YmJiEBYWhqioKACQ7k0OGVswHAqPSMOCgoKUxvH8448/lJJKedWgQQNpnPonT54wsaRmig8Penp6uW6vyjZUOJUtWxbnzp3DhAkT4OHhkWnes6zIJ36Ud5V2dHTExo0bmVTSIfncK4Ig4O+//85zUgnIqMReu3YtevfuLZXJxJL2ye+7vCSG2D6qcHNycoK9vT127dqFHTt24OrVq9nOD2JsbIw2bdpgzJgxGDFihEq9f0kzOnbsCJlMBlEUkZSUhJUrV2Lu3Ln5KmvVqlVShbdMJkOHDh3UGSpRsbJp0yZpiELFxJC+vj769++Pnj17olWrVvj0009haGiotG9SUhLu37+P69ev4+TJk/D09ERKSopUTlpaGmbMmIEyZcqw12AxIK8YBZDvxD+pR2BgINauXYvt27cjJiYmx21NTEwwZswYTJo0CQ0aNNBShKSK9+/fo1OnTvj333+zbOiW25zoNWvWRN++feHl5QVBEODu7s7EUiFjYmIizbtM6sMeS0QatnfvXgwfPhyCIKB+/fp49OhRpm3y0nvFyckJBw4cgCAIWLVqFaZNm6ax2EuivLYiy2/PI/ZYKlw8PT3x22+/wdfXV6XtO3XqhOnTp2PAgAEajoxyEhwcLLXWrFmzZp7mZMpKrVq18OLFCwiCgKdPn6JWrVoFD5JUMn/+fJ0dO78V5pR3qampuH//fqbWglWqVMEnn3yCUqXY5q2w6NixIy5fvgxRFGFgYIC9e/fm+TvP29sbTk5OSElJAQC0b98efn5+mgiXqMi7desW2rdvL90v8ntvxowZ+Pbbb2FmZpan8sLDw7F69WqsXLkyU5mXL19GixYt1H4OlDt19Vhat24dJk+eDEEQUK9ePTx+/FidYZIKUlNTsWDBAixbtkyad1dRdr0NBUGAnp4eZs6ciTlz5vDZp5Do2bMnTp06JSWQDA0NMXToUNjZ2UEmk8HZ2RlAznU3W7duhYuLCwRBQIsWLXD9+nUtngGRbvATjEjD5MO/AECTJk0KXF7p0qWlZU6ATKQeAwYMwIABA/D8+XP4+fnh+vXrePv2LaKioiCKIipWrAhzc3NYW1ujY8eOsLKy0nXIhIxKGHmLsmbNmhW4vObNm+PFixcAMoYvYGJJe5jcKRlKlSrF1ptFxM8//wx7e3sIgoDk5GQ4OTnhf//7H2bPno1y5crluO+HDx+wePFirFq1SqpsEwQBP/30k5aiL/7k31W6kN+KcMrZV199heTkZKlSs3HjxvDw8JDmZM0rMzMzLFq0CCNHjoSTkxMePXok3c9fffUVrl69quYzoLzKz9yQaWlpOHv2LBYvXiz9jcOraV9CQgLs7e1x7ty5LOeIVPyvnOL61NRULF68GBcvXoSPjw97aeuYh4eHlFQCMhrC7NmzBxYWFgAyGgWrQj76hSiKuHPnDj58+MCRTajYY2KJSMM+fPggLaujm/r79+/VWh4R/cfKygpWVlYYNWqUrkMhFbx69UpaVsdDu+JnamhoaIHLIyIqqvr27Ys+ffrg6NGjEAQBqampWLlyJdauXQt7e3vY2NigQYMGMDExgSAIiImJQUBAAC5dugRvb2/Ex8dLCSVBENCrVy/069dP16dVbNSqVStfldIFJf9/gdTLx8cH169fl65p06ZNcerUqXwN7/uxJk2a4MKFC+jatSvu378PALhx4wZ8fHx4T2pInTp1VNquQ4cOeeqtkpSUhPDw8Ez3oLwym7TH0dERZ8+eBfDfEGmiKOLTTz9F27ZtUb9+fWnIrZiYGAQGBuLKlSv4999/lfY5d+4cHB0d4ePjo7NzIWDJkiXS8qeffoqTJ08qNehWVdWqVWFubo63b98iPT0dDx8+ROvWrdUZKlGhw8QSkYZVqlRJWo6MjCxweYotFBXLJiIqaRTnalFMMuWXYhnZzQNDRFRS7NmzB506dcKdO3ekSrD4+Hjs27cP+/bty3Y/xdbboiiiWbNm2Lt3r7bCLlE4qn3xsGnTJgAZ19PIyAj79+9XS1JJzszMDPv370ezZs2QnJwMANi4cSMTSxoSHByc63wsoihK8ybnhzwJWaNGDYwYMSLf5VDebdu2DceOHVPqgTRgwAAsWrQo195j9+7dw+zZs6V5eERRxLFjx7B9+3aMGTNGG+HTR16/fo3bt29Lv//111/5SirJNWrUSBq1KDAwkIklKvaYWCLSMHNzcwD/dYctiA8fPuDevXvS7xyOSzPkD4n+/v65ztny5s0bpd99fX1Vesn/eD8iyrtq1aoByPh8vXLlCmJiYvI9IWd0dDT8/f2l+79q1apqi5OIlKWlpSEyMhKCIMDU1BR6enq6DomyULZsWZw7dw4TJkyAh4eHUg+Z7J515D2U5K23HR0dsXHjRg4FUwhk1cMpu6GactqG1CslJQXHjx+X/u1nzJiBevXqqf049evXx/Tp06WW+SdOnEBKSgr09fXVfizKkNv9lJ9eh4rDrFlYWODgwYP8fNWyRYsWSd9zMpkMf/zxB7755huV9m3atCkOHz6MNWvWYNq0aVI5ixYtYmJJRy5fvgwg436sWbMmbG1tC1RexYoVpeWIiIgClUUFd/nyZVy6dAkPHz5EVFQUYmJikJ6ervL+giDg9OnTGoyw6GNiiUjD2rZtKy2/fv0aN27cQKtWrfJV1s6dO6WJAg0NDZXKJvUSRTHPrb9EUUSXLl1U3j63lmxElDP5XC2CICAlJQULFy7EypUr81XWokWLpMmtBUHAZ599pq4wiUq858+fY8eOHfDz88O1a9cQHR2ttL5ChQpo3bo1OnbsiNGjR3N+s0LExMQEe/fuhaenJ3777Tf4+vrmuL38uaZTp06YPn06BgwYoI0wS5yxY8fmaXtPT0/pvpMPUVi7dm1pOEMA0nCGQUFB0jZARiWZfL4tUr9bt24hMTERQMbzh3yCeE0YN26clFhKSkrCzZs3+T6pAZaWltneL/K5WgRBQPXq1VUeCk8QBBgaGqJChQpo3Lgx7OzsMGTIEM7No2V37tzB06dPpUYUU6ZMUTmppOibb77BkydP8OeffwIAnj59ijt37nAeSh1QbPCrjn9/xUSv4rQYpF0bNmzAihUr8OzZs3yXofgsRNljYolIw6pWrYqmTZtKPY3mzp0Lb2/vPJcTHR2NJUuWSB9snTp1goGBgVpjpf/kJemjSgve3PajwiEiIgKXL1/GtWvX8PbtW6UW9ebm5mjdujXat2/PYSgLiaZNm6JBgwYIDAyEKIpYvXo1GjZsiAkTJuSpnI0bN2L16tXSfd+gQQM0bdpUQ1ETlRxv3rzBtGnTcODAAal1YFbfk1FRUTh58iROnjyJ+fPnY/DgwVi9erXUK5F0b8CAARgwYACeP38OPz8/XL9+HW/fvkVUVBREUUTFihVhbm4Oa2trdOzYkb3qNczV1VWl7eLi4jBixAhERUUBAKpXr44ffvgBI0eOhJmZWZb7hIeHw83NDStWrEBoaCiioqIQEREBd3d3zu+qAQEBAQAy3gsaNGig8vw8+VG3bl00bNgQjx8/lo7NxJL65TTihUwmk94BK9WbhAAAVnZJREFUL168CEtLSy1FRepw9+5dABnPMgYGBpg7d26+y5o7dy7WrVsnzZl19+5dJpZ0ICYmRlouX758gctTTCYx8at98fHxGDFiBLy9vZWGZgZy7zFa0B6lJRUTS0Ra8PXXX2PSpEkAgKNHj2LRokWYPXu2yvvHx8dj6NCh0jjMgiBg2rRpGomV/pOfLxN+ARVNZ8+exR9//AEfH59cu0bLZDL069cP06ZNg52dnZYipOzMnTsXo0aNgiAISE9Px8SJE3Hq1CnMmzcPjRs3znHfhw8fYu7cudi/fz+A/1olFeQlkYgynD59GiNHjkR4eLjSi11O35OiKCItLQ0eHh44c+YMdu3ahR49emgrZFKBlZUVrKysMGrUKF2HQrlIT0/H4MGDcerUKQiCAAcHB2zdujXXYbPMzMwwbdo0jB8/Hs7Ozjhw4ACOHDmCgQMH4sSJE5DJZFo6g5IhLCxMWtZGksHKykpKLCkem7SHreCLLnnvFkEQ0LZtW1SoUCHfZZmamqJdu3bw9fWFIAgcKl9HTE1NpWXFJFN+hYaGSsuKw+KRdnzxxRfw8vIC8F9j8Y8TTEDWDd0UE1AcWUh1TCwRacEXX3yBFStWIDg4GKIoYu7cuXjw4AF+/fXXXFt0Hjt2DDNmzMDDhw+lDzpra2v07dtXG6GXODkNXUDFT0xMDKZMmQI3NzcAObdSka9LS0uDl5cXvLy8MGrUKPz5558FeqmgghkxYgT27duHQ4cOSQ+PHh4e8PDwQLNmzdC2bVvUr18f5cuXhyAIiImJQWBgIPz9/aWepIov+IMGDcLw4cN1eUqEjNa+u3fvzjQmdl57hcpbgZJ2Xb16FQMGDEBCQgKAzC92ZmZmSsNvhYeHS/vK78WIiAgMGjQIZ86cYYt6onxYt24dTp48CUEQ0LVrV+zbty9Pz7hly5bF3r170bNnT5w5cwZnz57FmjVrMHXqVA1GXfLIPycBoHLlyho/nmKv+6SkJI0fj5QpDmPJuZGKHmNjY2m5Ro0aBS5PsQzFskl7FD9379+/X6CykpKScPv2bel3CwuLApVHeePj4wN3d3fpWad8+fL45Zdf4OjoiNTUVNSvXx8ApAapsbGxCA0NxaVLl7B161YpyWtubo7t27ejZ8+eujydIoOJJSItKFWqFPbu3YvOnTsjISEBoihiz5492Lt3L1q3bp1pyINly5YhICAAJ0+exKtXr6RKT1EUUaFCBezevVtHZ1L85TR0ARUv4eHh6Nq1K+7fvy/dY4pDIOY0Mbl8vZubG+7cuYMzZ85weDwd2rNnDxwcHHDkyBGl63Pnzh1pyIqPfdyDQhRF9OvXD+7u7lqLmzKLjo7GpEmTsG/fvhyHTqPCKz4+Hg4ODkhISJDuLUEQ4OjoiDFjxsDGxiZTC86oqChcunQJ27dvl4bNEwQBCQkJcHR0REBAAEqXLq2jMyIqmtasWSMtr127Nl8Np2QyGdasWYMmTZpI5TCxpF6KQyVpY6J3+bCIADisug6oOowlFU6KiSB1zJ8TFxcnLVevXr3A5VHetWzZEkDG+0ZwcDAePXqERo0a5aus/fv3Izk5GUBGHWC7du3UFiflbsWKFQAyrmX58uVx/vx5NGvWDMB/89spKleuHBo2bIiGDRti3LhxOHz4MFxcXPDu3Tv0798f7u7ucHBw0Oo5FEXsx06kJa1atYK7uztKly4tvdilp6fj6tWrShWZoiji559/xtatWxESEqKUVCpfvjz27dun0bG3iUqCtLQ09OnTB//++6/SPaavrw97e3ssXLgQ7u7uOHr0KI4ePQp3d3csXLgQ9vb20NfXV9rn3r176NOnT65D6JHm6Ovrw8vLC8uWLYOhoaFSohD4rzv7x13h5dfQ0NAQy5cvx+HDh6Gvr6/LUynRgoKC0KJFC+zZswdpaWlK6+TXS35NFX//eB3p1u+//47Xr19L91e9evXg7++PvXv3wt7ePsthQUxNTdGvXz/s2bMH/v7+qFevnrTu9evX+P3337V5CkRF3q1bt/D48WMIgoBmzZqhQYMG+S6rUaNGaN68OURRxJMnT3Dz5k01RkqKc13Jhz3XpJcvX0rL2ughRVSctGzZUnrelI98UBCKDeBatWpV4PIo72rXrq303Pnrr7/mq5ykpCQsXrwYQMZ7SuvWrTkvoRa9f/8efn5+0jvhnDlzpKSSqgYOHIjjx4+jdOnSSElJweeff46goCANRVx8MLFEpEX29va4cuUKmjRpkqkFtmLFWFaTzDVq1AiXLl1Ct27dtB43UXHzxx9/4MaNG9I9J5PJMHXqVISGhsLT0xOzZs3C0KFD0atXL/Tq1QtDhw7FrFmz4OnpidDQUEyZMkVp8t0bN27gjz/+0PFZlWyCIOD777/HkydPMHv2bFhaWmY7PrL875aWlvjll1/w5MkTzJgxg/NG6FBSUhIGDx6s1JpMfo2sra2VrmXnzp3x2WefoUqVKpmusZmZGTp37ozOnTvD1tZW6+dBwMaNG6VnmVq1asHX1xfW1tYq79+qVStcuHABtWrVksrZsGGDBiMmKn7kc+gAUKowyy/FMgICAgpcHv1HPjSPKIp4+PChRpNLISEhePDggfS7Ov7fICpJrKysYGtrC1EU8eLFC5w5cybfZZ0+fRrPnz+HIAjo0KFDrlMkkOaMGzcOQMbn8M6dO7Ft27Y87Z+eno4JEybg4cOH0t8mT56s1hgpZ1euXEF6errUWHj8+PH5Ksfa2hq//PILgIyhahctWqTOMIslQeT4IkRaJ4oi9u/fj7/++gv+/v5ISUnJcjtBENCiRQt88803GDNmDCs9idTEwsICr1+/lnqruLu7Y+DAgXkq49ChQxg+fDhSUlIgiiJq1Kih1AqUdO/Vq1e4fv06wsLCpKFfTE1NUaVKFVhbW6tlbHRSj3Xr1mHy5MlSsrZ58+bYtGkTWrZsieDgYKmnriAISr2ZgoKC4Orqir/++gsxMTGQyWT4+eefsWDBAp2cR0n38OFDfPLJJwAyrpW3tzf69OmTr7KOHj2Kfv36SWXdu3dPGo6LCk4Xvd8FQcDTp0+1ftyS6LfffsP3338PQRAwePBg7Nu3r0DlDR06FB4eHhAEAStWrMB3332npkgpISEBJiYm0nfbr7/+ih9++EEjx1q2bBl++uknABm9vaOjozmvC1EeHTt2DH379oUgCKhXrx4uX76cZW/snERERMDGxgaBgYEQBAGenp7SMw9pX3x8POrUqYN3795BFEXIZDL88MMPmD17NkqXLo3nz5+jdu3aADK/izx48ABTp07F2bNnpb/Vq1cPjx494mgKWrR582ZMmDBBqkO9fv260vqPr2FSUhJKlcp6dqC4uDiYmZkhKSkJJiYmCAsL49CxOeAcS0Q6IAgCnJyc4OTkhPj4ePj7++Ply5eIiIhAcnIyzMzMUKVKFbRv315peAQiKjh/f3+EhoZKvZVmz56d56QSAAwaNAizZ8/GnDlzAAChoaHw9/fnWMqFSI0aNZg8KiL++OMPqXdK3bp1cfbsWZiYmABAji9ltWvXxoIFCzB+/HgMHjwYt27dwuLFi5GSkpLvoSwo/+7cuSMt16hRI99JJQDo06cPLCwspNb7d+/eZWJJjYKDg5V6yWsDK1i0R7GyRB3JvCdPnkjLbOimXsbGxrCzs8PJkycBAEuWLMHnn3+OatWqqfU4r169wpIlS6T7sHPnzkwqFRJpaWm4ffs2Hj58iKioKMTExOR5iG35+whpXu/evfHjjz9i2bJlePLkCWxtbeHm5obmzZurtP/t27cxatQoBAYGAgCmT5/OpJKOlS5dGtu2bYO9vT3S09ORnp6OZcuWYe3atejbty8sLS2Vtt+zZw8CAgJw4sQJXL58WWkEBSMjI+zevZvPPFqmOH9grVq1Mq3/OImUmJiIsmXLZllWmTJl0KZNG/j6+uL9+/e4ePEi7Ozs1BpvccLEEpGOlS5dGl27ds3zfoGBgdLQCUSkukePHgHI6DlYunTpArW6/e6777B06VLEx8dLZTOxpD27d++WhhmQyWS4ceMGh5EogkJDQxEQECAle5cuXSollVRlZWWF48ePo02bNggODsby5cvRu3dvdO7cWUNRU1bevXsHICOBoGoFS06aN28uJZbkZZN6aavig4NkaJd8EnhRFHHnzh08e/Ys373Unjx5gtu3b0v/r7DBhvo5Ozvj5MmTEAQB79+/x4gRI3DkyBGULl1aLeXHxcVhxIgRiI2NBZBx37u4uKilbMq/+/fv47fffsPevXuRkJBQoLKYWNKuX3/9FWZmZpg1axYePHiA1q1bw8HBASNGjEDbtm0zJYZfv34Nf39/7N69G4cOHUJqaioMDAywaNEizJgxQ0dnQYp69eqFv//+G5MmTZISu7Gxsdi7d6/SdqIoYuTIkUq/y78fS5Uqhc2bN6Nly5baC5wAAKmpqdJyVnNblStXTun3d+/eZZtYAv57jgK0M/9hUcbmRkRaoO5xOUNCQtCjRw+1lklUUoSFhQHIeKlu165dgVprli5dWimR9Pbt2wLHR6p7/vw5oqOjER0djZo1azKpVERduXIFQMaLWbly5TBo0KB8lWNmZoYVK1ZIvy9fvlwd4VEexMXFScvly5cvcHmKL4GKZZN6yVvaavKHtKtDhw5Ssh4ApkyZkq9yRFHE1KlTpWX5XCCkXsOGDZMaDAqCAF9fX/Tu3VstCfV3796hd+/eSpOa169fH0OHDi1w2ZR/q1atQsuWLbFt2zbEx8fn+rmZ3Xp+vqpXnTp1VP5Zu3Yt9PX1AWRUant4eMDR0REWFhYoV64catSoIS1bWFjAyckJ+/fvR2pqKgRBgIGBAf7++2/UqVMHdevW1fGZEwBMmDABx48fh7m5uVLCCMh6TnT530VRhJmZGY4fP44RI0boIvQST/Gd4cOHD5nWly1bVqnHdW5TGCheY3n9EWWNPZaItGDu3Llo2LAhhgwZUuCywsPD0aNHD87lQpRPij0hqlSpUuDyFMv4uCUMaZahoSGAjAd6XcwXQuohT8jKe7no6enluH1ycnK241w7ODjA1NQUUVFROHXqFCIjI/M87j3lX6VKlaTl169fF7i8N2/eSMu8jpohiiIMDAzQv39/uLi4oE2bNroOidSgevXqsLW1xYULFyCKIo4dO4bPP/8cGzduhJGRkUplJCYmYsKECTh27JhUuWZra6vUipfUQyaTYd26dVLDQVEU4efnh0aNGmHZsmVwdnbOdi6I7KSlpcHV1RU//vgjoqOjpcpPmUyGv//+m0Ma6tDKlSulebQ+7jWq+PvHSaOP1zGppH55GSZWfj3k/1XcJy4uLtsGMfLt5dt8nMAg3eratSuePHmCdevWYc2aNXjx4kWW28mvt5mZGSZNmoTp06ezLkCHLCwspOXw8PBM62UyGerUqSMN7Xv9+nXY2tpmW97jx4+lZd6fOWNiiUgLRFGEs7MzrKysCvTCHhsbiz59+uDx48f8cCPKJ8UhXKKjowtcXkxMTJZlk+ZVrVpVWuaEmkWX4pjYitdUTp5AlEtISMj2estkMrRu3RonTpxAamoq/P390bdvX/UGTNmSXz9RFOHv74+4uLgsh6NQRVxcHPz9/aXf1T3fCGUQBAEpKSk4cOAADhw4gCZNmsDFxQWjR49G5cqVdR0eFcCKFSukXtWiKGLXrl3w8/PDzJkzMXToUJiamma5X1RUFNzd3bF8+XK8ePFCqmTV09NT6hVK6tW1a1fMmTMH8+fPl/7No6Ki8NVXX2HWrFkYM2YMevbsCWtr6xyv3fXr13HixAns2LFDmohesQJ81qxZ+RqGndTj3r17+Omnn5SSEfb29nB0dIS+vj5Gjx4NIONanT17Fu/fv0doaCguXbqEQ4cOITY2FoIgwNzcHKtWreK7h4bkp66F9TPFR5kyZTBjxgzMmDEDAQEB8PPzy3JOdBsbG7Rs2ZLXvhBo2LAhgIzP1AcPHmS5TbNmzaTE0v79+7OdEuHRo0e4e/eudF3V0Ri5OBNENnMg0jh5izBzc3NcvXo10+R/qkhKSkKvXr1w4cIFABkPLmlpaWqNk6gkCAsLg4WFBdLT02Fubo7Q0NB8PwyKoojq1asjLCwMpUqVwsuXL/ngoUVXrlxB+/btpaF55J+PVLSsWLECP/74IwRBwMiRI7Fjxw6l9XFxcVILQEEQ8ODBA+nlISujR4/Grl27IAgCNmzYgPHjx2s0fvpPVFQUKleuLLXinDNnDubOnZuvshYuXCjtq6enh7CwMPZaUqMtW7bA1dUVFy9ezLROEASUKlUKffv2hYuLC/r27ZtrT0IqnJYtWyZVYsvvS/lQPvXq1UP9+vVRvnx5CIKAmJgYBAYG4smTJ0q9IeT7/vrrr/jxxx91eTolwrfffos///wzUy8IxWfVKlWqwNTUFBUqVACQ0cgpKipKqZfnx/uJoohvvvkGf/75pzZOg7Ihf0YBMuoINm/ejLFjxwLIGOK5du3aALJ+13///j3mzp0rXcNq1arh1KlTaNSokRbPoHirVauWzpIEQUFBOjkuUXEgiiIqVaok9dB99uxZpmHyXV1dpfdCQRCwbds2KZkvl5CQgO7du+Py5cvSdo8fP0a9evW0cyJFkUhEGle6dGlRJpOJgiCIn376qfj+/fs87Z+amir2799fFARBKqdjx44aipao+OvXr590P3l4eOS7nL1790rl9O7dW40RkirS09PFGjVqiIIgiEZGRmJcXJyuQ6J8WL9+vXQfDRgwIMttjIyMpG2OHDmSY3kODg7Str/++qsmQqYcdOjQQXpWMTQ0FA8fPpznMry8vERDQ0NRJpOJMplM7NChgwYiJVEUxYCAAPHHH38Uq1evLgqCoPSsKf/3r1q1qvjDDz+IDx480HW4lA9Lly4VS5UqJV1P+XVWvMbZrRMEQdTT0xOXLVum69MoUbZu3SqWK1dO6RopXpuPr19u68qUKSNu2bJF16dV4iUnJ4vGxsbStZk0aZLS+uDgYKXrl51NmzZJ29WtW1eMjY3VdOhERIXewIEDpc/Pv//+O9P6qKgosVy5ckrPN+PGjRM9PDzEkydPin/99ZfYsGFDpecia2trHZxJ0cKBdYm0YNu2bQD+a2k9ZMgQpKenq7y/s7MzvL29pdYzzZs3h4+Pj0ZiJSoJfvnlF6kn4ZQpU/LVQuzZs2eYNm0agIwWh3PmzFFrjJQ7QRAwZswYABnz7qxZs0bHEVF+KM6Pld28PIqtcS9dupRjebdu3ZKWjY2NCxgd5dXPP/8sDb2UnJwMJycn/Pjjj4iNjc113w8fPuCnn36Co6MjUlJSpBb3P/30k6bDLrHq16+PpUuX4uXLl/Dy8oKDg4M0l4v4/71WwsLCsHLlSnz66ado3749Nm7cqNL1pMLhxx9/hJ+fHz799NNMvZY+pvh3URTRtGlTXLx4UZoPhrRj7NixuHHjBuzt7QFA+kz9+Ecuq3Xya923b1/cuHED48aN08m50H9u3LiBxMRE6Xp+//33+Spn/PjxUqv7oKAgLF++XJ1hEpU4L168kH7yUk/3sbS0NKWySLsGDhwoLbu7u2daX6FCBaX3lPT0dGzbtg1Dhw5Fr169MG3aNAQEBAD473t38eLFWou/qOJQeERa8uuvv2LWrFnSS8BXX32Fv//+O9f9FIdDEEUR9erVg5+fH8zNzTUdMlGx9vfff2PKlCkQRRHVqlXDP//8I73A58bLywsTJ06UKsH//PNPfPPNN5oMl7KRmJiIFi1a4PHjxzA2NsaxY8fQqVMnXYdFeRASEiINEVumTJksK6zHjx8PV1dXAEDt2rURGBiY5cTjx48fR58+fQBkVLR5eHjAwcFBg9FTVvr164ejR49Kzy6CIMDY2Bj29vawsbFBgwYNYGJiIg2/FRAQgEuXLsHb2xvx8fFKc4L06tULR44c0fEZlSzh4eHYtm0btm7divv37wOA0rUEMpK2jo6OcHZ2hp2dnS7DpTw4e/Ystm/fDj8/Pzx9+jTLberWrYuOHTtizJgxvLaFwOPHj7F69WocP34cwcHBKu1jaWmJ3r17Y9q0aWjcuLFmAySVbdu2DePGjZOGolScHB7IPBReSkpKls86APDq1Svp2almzZoq/79BRJnJZDIpKf/s2bN8TV0BZNzD8gZzgiAgNTVVnWFSLqKjo2Frays9r3p7e2e6lunp6Rg2bBj279+fachZAEoNMxYtWoSff/5ZeydQRDGxRKRF48aNU+q9tHLlSvzvf//Ldvv58+crTeBao0YN+Pn5ZRorlIjyx8PDA1999RWioqIgCAJatWqFkSNHom3btmjQoAHKly8PIGNM84CAAPj7+2P37t24ceMGRFFExYoVsW7dOgwZMkTHZ1KyPXr0CPb29nj27BkMDQ3xyy+/YMqUKdK8PFT4WVlZ4eXLlxAEAdevX0eLFi2U1vv4+KB///5KjTPWrFmjVOHy4MED9OzZE69fv4YoipDJZHj9+jUqV66s1XOhjJ5HnTp1wp07dzLN7ZIT8aM5XZo1awY/Pz+ULVtW4zFT1q5evYrNmzdj7969iImJAZA5yWRlZYVx48Zh7Nix+a6MIe2LiYlBWFgYoqKiAACmpqYwNzeX5u2hwufVq1e4ePEiQkJCEBkZicjISABAxYoVUbFiRdSoUQM2NjaoWbOmjiOlrKxevRrfffcdBEGAvb09Dh8+rLT+5cuX0nu+IAiIjY1F6dKlsy2vZcuWuH37NgRBwNWrV9GqVSuNxk9UXMnfJwRBQFBQUIESSznNk0aFQ1paGlatWoUlS5ZIz7aKrKyssHz5ctbxqIiJJSItSklJQY8ePaQJ5vX09HDw4MEse0n8+eef+Pbbb6WX90qVKuHChQtsdUaUi/xOMJ6fik9FbJWkG9u3bwcAREREYN68eYiNjYUgCChdujTs7OzQokULmJub5znJJB9ij7RD3vBCEAQsWLAAs2bNUlqfkpKCRo0aITg4WKrQrlOnDnr37g0TExM8evQI3t7e0vBpgiBg4MCBOHDggI7OiGJiYjBhwgR4eHgofV5m9+rxcatBR0dHbNy4kZXchURiYiL27dsHV1dXnD9/PtN1lLf0tbOzw/jx4+Ho6Ah9fX0dRUtEVPgsWbIEs2fPhiAIGDVqlPQMKxcVFYVKlSoByPhMffnyJapXr55teU5OTjhw4AAEQcCuXbswbNgwjcZPVFzJeywBYGKpBElJScH58+cRGBiI6OhomJqaonnz5mjbtm22vUUpMyaWiLQsKioKbdu2xdOnTyGKIsqWLQtfX180b95c2mbHjh1wdnYGAGmb06dPo3Xr1jqKmqjoyOtDwMcJoty+FrPbng+PuqH4IiCnapIwJ7yW2uXt7Y0BAwYAAOrVqyeNb63o8OHDcHBwyLYHjDyhJIoiypUrh+vXr6N+/fraOQHKlqenJ3777Tf4+vqqtH2nTp0wffp06f8HKnyCgoKwefNm7NixAy9fvsy0XhAE+Pr6wsbGRgfREREVTooNRx0dHbF3716l9ampqTAwMACQ8Tnq7++f4/v/6NGjsWvXLgiCgFWrVklzv5LuRUdHIzY2FqIosidvEcAeS0T5V0rXARCVNKampvD29oaNjQ2ioqLw4cMH9O/fH1evXkXVqlXh6ekpTcYpiiIMDQ1x6NAhJpWI8kCx4jk3eW1fwfYYhZPisEx5TRbKfTy8E2lPr169MGXKFGnC3JCQEFhYWChtM3DgQKxatQozZszI8jrJr1/ZsmWxb98+JpUKiQEDBmDAgAF4/vw5/Pz8cP36dbx9+xZRUVHSkKLm5uawtrZGx44dOdxvEVC7dm0sWrQICxcuxIkTJ7BlyxZ4enoiOTmZ35FERNlQnCM5q+GXSpUqhWrVqklzuN6+fTvHOgDFxH5iYqIaI6W8OnToEDw9PeHr64vg4GDpeTa7ES2Cg4Px4sULABnzi3IYw+IhKSlJWjYyMtJhJETaw8QSkQ40aNAAHh4e6NWrF1JTUxESEgJ7e3vMnz8fw4cPlx4+SpUqBTc3N3Tt2lXHERMVHba2tkwMlDDyisyCVmiyQlR39PX18ccff+S63bfffov27dtj/vz5OHPmDJKTk6V1ZcuWxaBBgzBv3jxp4lwqPKysrGBlZYVRo0bpOhRSE0EQYGxsDGNj43wPQ0tEVFI0bNhQWn78+HGW23z66adSYun48eOYMGFClttFRkbi6tWr0juPfAg90q7jx49j6tSpePLkCQDV3yWePn2KHj16QBAEGBgYIDQ0FKamppoMlbQgKChIWpbP1UxU3DGxRKQjXbp0wfr16zF+/HgIgoBbt25hwIABSsP7/PPPPxg8eLCOIyUqWs6dO6frEEiLXF1ddR0CaVnbtm1x5MgRxMfH4/nz59KY2HXr1uWcLkRaEBISgm3btmHr1q149uyZrsMhIioSmjRpAgMDAyQnJ+Ply5eIjo7ONI9g165dcfLkSYiiCC8vL9y5c0dpyHy5mTNnSr0jBEHAZ599poUzIEULFizAggULIIpipp70uY2e0a1bNzRu3BgPHz5EcnIy9uzZg4kTJ2ojbNKgHTt2AMi4/nXr1tVxNETawcQSkQ6NGzcOAQEBWLZsWaY5I5YtW4Zx48bpOEIiosJt7Nixug6BdKR06dJo3LixrsMgKhGSk5Nx8OBBbNmyBWfOnEF6enqmSjOZTIbu3bvDxcUFbdq00VGkJYOLi4tOjisIAjZv3qyTYxMVdYaGhmjbtq005+CJEycwdOhQpW2GDRuGWbNmQRRFpKSkoGfPnlixYgX69esHExMTPHr0CEuXLsXu3bul+oPq1aujZcuWujilEuvPP//EvHnzAPw3BLehoSHatGmD8uXLw9vbO9cyhg0bJpXh4+PDxJKGbd++XaXtPDw8YGZmpnK5SUlJeP36NU6cOIHLly9Lf+dzUOGQkpKCy5cvw9fXF0+fPkVkZCRiY2MBAKdPn9ZxdMWDIHLcFyKdc3R0xMGDB6XfZ86ciSVLlugwIiIioqLn+fPn0jB42Y1rT0Squ3HjBrZs2QJ3d3dER0cD+G9OO/lrZO3ateHs7AxnZ2fUrFlTh9GWHDKZTOvD/sqvOycjJ8q/ZcuW4aeffoIgCBg6dCh2796daZvx48fD1dU1x7k/FRukrl69GlOmTNF47JQhMDAQn3zyifRZaGhoiAULFmDy5MkwNjbG8+fPUbt2bQDI8TPz9u3bUkKwfPnyiIqK4nDuGpTT96ZitXhBroHifXnlyhVYW1vnuywqmLi4OPz+++9Ys2YN3r17p7Qup+eZ3bt3Y9asWQCAihUr4tq1a7wvc8HEElEBySddLIi4uDgMGDAAz549Q//+/fHnn3+qtJ+lpWWBj01ERFRcqPoyT0TZCw8Px44dO+Dq6or79+8DyJxMMjY2hqOjI1xcXNClSxcdRlsyMbFEVDQFBQVJQ2QZGBggODgYVatWVdomMjISHTt2xKNHj7IcUk1+74uiCHt7e3h6emoneAIAjBgxAnv27AGQ8V146tQptG/fXlqv6rNoeno6ypYti8TERAiCgIcPH6JBgwaaP4ESSv69qYkqcMV7EgC+/vprrF27Vu3HIdXcvXsXQ4cORWBgoFKyTy6n55kPHz6gRo0aiI2NhSAIOHr0KHr27Km12IsiDoVHVEC1atVS24udfCxlLy+vXLdlS2yi/IuKiuIEqURE+SDvEaZNgiDg6dOnWj9uSZKeng4fHx+4urrCx8dHesZUbC0viiLatm0LFxcXDB8+HOXKldNlyCUe24cSFT21a9dGREQE0tPTAWT0VPlYxYoVcebMGYwfPx5Hjx7NtF4URejp6eHLL7/E6tWrNR0yKUhKSoKnp6f0vbho0SKlpFJeyGQyNG7cGLdu3QIAPHr0iIklDdPU96a83Dp16uB///sfJk+erJHjUO4ePHiAzp074/3790qNorJKMGWlbNmyGDJkCLZs2QIA2L9/PxNLuWBiiUhNCvolJQiCxlpQEJGyGjVqYNiwYfjqq6/Qrl07XYdDRFRkBAcHa/15hUNQaM7Dhw/h6uqKnTt3IiwsDEDm3knm5uYYPXo0XFxcOK9ZIREUFKTrEIgon1Rp3Fa1alX4+Pjg2rVrOHz4MAIDAxEdHQ1TU1M0b94cTk5OqF+/vhaiJUUXL15EQkICAKBMmTKYNGlSgcqrXr26lFgKDQ0tcHyUPVdX1yz/LoqiNG+hIAhYvny5ynMsCYIAQ0NDVKhQAY0bN+aIQjqWmJgIe3t7xMTESO8OTZs2xbRp02BnZ4ekpCSVnmMHDhwoJZY4D1PumFgiKiSYUCLSnsTERGzfvh3bt29Hs2bN8PXXX2PUqFEoU6aMrkMjIioStJXs4fORZmzYsAGurq64evUqgMz/znp6eujbty9cXFzQr18/6Onp6SJMyoaVlZWuQyAiLWjdujVat26t6zDo/wUHBwPIeAZq06YNDA0NC1SeYo+12NjYApVFORs7dmy261xcXKTn2iFDhjBBVET9+eefUgM4AJg6dSpWrVoFmUwGIGOYSlXY2dlJDayCgoLw9u1bmJubayzuoo6JJaICyukLiogKN1EUcefOHXz99df4/vvvMXr0aHz11Vdo1qyZrkMjNYmNjUVMTIw05Iiq+EJBlDsmfYquiRMnZtnzrHHjxhg3bhzGjBnDl2giIiIF7969k5Y/nhsrPxTfT/L6rkLqpTj0LxVNf/31l3QNBw0alO+hQsuWLYtatWpJvcMfPnzIZ+IcMLFEVEDZdaklosKrSpUq0pA/8oq12NhYrF+/HuvXr0e7du0wadIkDBkyBAYGBjqOlvLiwoULcHNzw6VLl/Do0aN8vaRxDjui3ImiCAMDA/Tv3x8uLi5o06aNrkOifDIwMIC9vT1cXFyUhoeNjIxU+7EqVqyo9jKJiIi0QbGHUlJSUoHLi4iIkJY5/6/uKA4vW6NGDR1GQvn14MEDvHr1CkDGu/yKFSsKVF7dunWl/y+ePXuGzp07FzjG4oqJJSIiKnFCQkJw8OBB/PPPPzhz5gwAKE1O7u/vD39/f3z77bcYN24cvvzyS9SrV0+XIVMugoKCMGrUKFy5cgUAe1IQaZogCEhJScGBAwdw4MABNGnSBC4uLhg9ejQqV66s6/AoD1JSUnDw4EEcPHhQo8dh0p6IiIoyxeebkJCQApd3586dLMsm7eLwskXf7du3AWQ8a3766aeoU6dOgcqrUKGCtBwTE1Ogsoo7ma4DICIi0jY9PT04OTnh5MmTePz4Mb777jtUrFhRKRkhiiIiIiLw22+/oVGjRujZsycOHjzIYQoKoVu3bqFVq1a4cuVKpoSSIAjST3Z/57AHRKrbtGkTbGxsIIqi0s/9+/cxY8YMWFhYwMHBAV5eXkhLS9N1uJQLxUYV2vghIqLcRUREYP369Rg3bhz69u0LR0dHTJs2DV5eXkhOTtZ1eCWWvLJaFEXcvn0bcXFx+S7r5s2bSkPrtWzZssDxEZVUivdS/fr1C1yeYu/E+Pj4ApdXnLHHEpGG3bp1Czt27JB+/+6772BhYaHDiIhIUb169bBy5UosWbIEe/fuxT///IOLFy8C+K/CLT09HadPn8bp06dRrVo1fPHFF5gwYQK7yhcC79+/h6OjI6Kjo6XrVapUKdjY2MDU1BSHDh0CkHEtx44di/fv3yM0NBS3bt1CcnKytI+5uTn69Omjq9MgKjJcXFzg4uKCwMBAbN68GTt27MDr16+l9SkpKfD09ISnpyfMzc0xZswYODs7o3HjxjqMmnKj6QQ7k0pEVFKFh4fj7t27ePfuHQwNDVGnTh18+umn0oTyikRRxK+//oolS5YgISEh0/o1a9bAysoKf//9N3r37q2N8ElBmzZtUL58ecTGxiIlJQVbtmzBlClT8lXWqlWrpGUrKyv2miEqgMTERGlZMSmUX4q9lMqVK1fg8oozQeRTPpFGrV69Gt999x0EQUDVqlUREhLC1vFEhdz9+/exbt06uLm5ISYmRqlFN5BRAaenp4d+/frh66+/Rs+ePXUZbom2dOlS/Pzzz9I16tmzJ1xdXVG1alU8f/4ctWvXBpBxzRR7TyQlJcHNzQ2LFi1CcHAwBEHAqFGj4OrqCj09PZ2cCxVcTtecNCM9PR1Hjx7Fli1b4O3tjZSUFKX18nuzTZs2cHFxwfDhw/mCVgjUqlVLJ8+jivMYUP69ePEi098sLS1z3UYdPj4OEWXt9u3b+P7773Hu3LlMIx6Ym5vj22+/xYwZM6TnTlEUMXbsWLi5uSkl4z9+DwEyRl/YunUrRo0apYUzIUWjRo3C7t27AWQMl3Xnzh3UrFlTWq/Ks+jBgwfh6OgoXduZM2di8eLFWoie8iI8PBxv375FTExMpudbVdja2mogKsrK5s2bMWHCBAiCgO7du+P48eOZtsnLe+Knn36KBw8eQBAE7NixAyNHjtRY7EUdE0tEGqZY6dmzZ08cPXpU1yERkYoSEhLg5uaGf/75Bzdu3ACg/HInX65VqxYmTpyIcePGwczMTGfxlkSWlpbSRJ0tWrTA5cuXoa+vD0C1h8f3799j2LBhOH78OARBwOjRo7Ft2zbtnQCpFRNLuhUeHo5t27Zh69atuH//PoCM66D4eWlsbAxHR0c4OzvDzs5Ol+ESFVkymUwpMZjV/FUfb6MOnCeLSDXu7u4YM2YM0tLSsu2xKQgCevfuDS8vL8hkMqUGqXJZJZjkf9fX18etW7fQpEkTzZ0IZfLo0SN8+umn0hCvtWvXhqenJz755BMAuT+Lbt26FV9//TWSk5MhiiKMjY0RFBQEc3NzrZ8LZXbx4kVs2LABZ86cQWhoaL7L4feldvn4+KB///4AADMzM7x9+zbTNqq+J0ZERMDc3Fx6f7l8+TLatGmjueCLOM6xRKRhig8IlSpV0mEkRJRXxsbG+OKLL3Dt2jVcv34dLi4uKF26tPSSJ3+hCAoKwsyZM1GzZk2MHj0afn5+Oo68ZHj27BlCQkKk67F06VIpqaSq8uXL48CBA2jWrBlEUcTOnTs1PoE9UXFlZmaG6dOn4969e/D398eECRNQvnx5AP9VjsXHx2Pnzp3o3r076tSpg4ULF2qsZwVRcafK/FWcJ4tIu65du4bPP/8cqampUsXkx4lgeaOLY8eO4bfffkNsbCzmzZun1ICtWrVqsLe3x8iRI9G7d2+Ympoq3YMpKSmYNm2a1s+vpGvUqBGmTJkiXdugoCC0bNkS48ePx/Hjx7Os0H758iU2b96M9u3bY/z48UhKSpL2nz9/PpNKhcD79+8xYsQI2NraYufOnXj16hW/L4sQGxsbaXjRiIgInDlzJt9lbdmyRbp+ZcqUgbW1tVpiLK7YY4lIw44dO4a+fftKLZJ8fHx0HRIRFUBsbCy2b9+O5cuX4+XLl1kOkwcAzZo1w/Tp0zFq1CgOf6kh+/btw7BhwwBkJO4VJ+0E8tZ75dSpU+jZsycEQUDHjh1x/vx5zQVOGsMeS4VPYmIi9u3bB1dXV5w/fz7Ti7a8gs3Ozg7jx4+Ho6NjnhPERCWNvDeS4rPHx593H2+jDvxcJcqdtbU1bt68qfSOYGpqinr16kEURTx9+hRRUVHS/Vm1alXMmzcPEydOhCAIqFSpEjZv3iy1vpdLT0/H5s2b8e233yIxMVFKTAQEBKBu3bq6ONUSKz09HX369MHJkycz9cyWk//NyMhIaf4X+d9FUcTgwYPh4eGh7fDpI4mJiejRowcuXbqkdC0L8v3J70vta9++Pa5cuQJBENCuXTv4+fkp3ZeqvCe+evUKzZo1Q3R0NABg0KBB2L9/v1biL6pK6ToAouLOxsYGhoaGSE5Oxq1bt3QdDhEVQHp6Ok6dOgVPT89M86V9PDzFnTt3MHbsWCxduhQbNmyAjY2NLkIu1sLDwwFk/Ns3b9480/qPX/CSkpKyncyze/fuqFatGl6/fo2LFy8iNDQU1atXV3/QJdSFCxe0cpw3b95o5TikOiMjI3z++ef4/PPPERQUhM2bN2PHjh14+fIlgP96U5w+fRpnzpyBpaUlPy+JcjF27Fi1bENE6nXlyhUpqSSKIipXrox//vkHAwcOVKqs9vT0xMSJE/H27VuEhYVh1apVAAB9fX2cOnUKzZo1y1S2TCbDhAkTUKVKFQwaNEgqb9++fZg5c6b2TpIgk8lw+PBhTJo0CVu3bs2yoaH8bwkJCdJ+itu5uLhg/fr1Wo6csrJixQpcvHhRqTehgYEBbGxs0LhxY5iamrLRUxEwbdo0aS4kf39/TJw4Ef/884/K+4eFhWHAgAGIiooCkHG/fvfddxqJtThhjyUiLRg0aBA8PT0hCAJOnDiBbt266TokIsqDkJAQbNiwAVu2bMHr16+V1sm/RitVqoTSpUtLlaWKrYT19PSwdu1afPnll9oNvJj79ddfMWvWLAiCgKFDh0oT6cq9ffsWVatWBZBxPcLDw2Fqapptef369cPRo0chCAIOHjyIAQMGaDT+kkQTc33kRN7akC0FCydRFHHixAls2bIFnp6e0jwDgiDA19eXiSUiIiqSfvjhB6xcuRJARpLo6tWrWTZ+AoC7d++idevWSkPmjRs3Dps2bcr1ON26dcPZs2chCAIcHBzY60WH9u3bh4ULF+Lff/+V/pbVM6/8vbBu3bpYsGABRowYobUYKXupqakwMzNDbGysdI2mTZuGOXPm5PjeSIVTy5YtcefOHekz1cbGBkuWLEGnTp2y7bEUFxeHHTt2YP78+UpDWfbs2RNHjx7VyXkUJZxjiUgLlixZAiMjIwDA//73P8TGxuo4IiLKjSiKOHLkCAYMGIDatWtj8eLFCA0NzTS/UuvWrbF161aEhIQgODgY3t7e6Nevn1SO/KHlm2++Ya9FNTMwMJCW9fT0Mq0vV66c0u+5TcBasWJFaZk9XzRD3XN9cDzzokkQBBgbG8PY2DjLe5eIiKgounnzJgBIjZ6ySyoBGcNmDx8+XOnZxdHRUaXjKG53//79fEZL6jBkyBDcvXsXp0+fxsyZM9GxY0dYWlqiTJky0NfXR7Vq1fDZZ59h8uTJ8PT0xKNHj5hUKkQuX76M9+/fA8i4b3/66Sf8/vvvTCoVUR4eHqhUqZKU3L148SK6dOmCGjVqYMyYMUrbfv311+jWrRsqV66MyZMnIywsDEDG+2r16tWxY8cOrcdfFHEoPCItaNKkCVatWoXJkyfj/v376NmzJ3bt2iVly4mo8AgLC8OmTZuwceNGpaGaFLvGGxoaYvjw4Zg8eTJatWqltH/fvn3Rt29fPHjwAFOnTsWZM2ek5NKff/4JV1dXXZxWsVShQgVpOSYmJtN6Y2NjlC5dGvHx8QCAJ0+e4JNPPsm2PMUyIiMj1RcoSTjfWMkWEhKCbdu2YevWrXj27JmuwyEiIlKrgIAAadne3j7X7fv27atUeZnVEHhZkSesRFFEREREHqOknNjb28POzg52dnZo0aKFys+u8n2oaHn06BGAjHupfPnymDNnjo4jooKoU6cOvL294eDggNevX0v1N69fv1ZqOCqKIjZs2CAtA/+NOGNhYQFvb2+YmZnp5ByKGiaWiLRk4sSJqFq1KsaOHYurV6/ik08+gZOTEwYNGoQWLVrA3NwcZcqU0XWYRCXWqVOnsH79enh5eUlDUgDKY2HXqVMHEydOhIuLi1Lvlqw0adIEJ0+eRPfu3XH27FkAwLlz5zR6DiWN4kTFISEhWW7TpEkTXL9+HQDg6+uLgQMHZrmdKIrSdgBQtmxZNUZKlpaWTCqVUMnJyTh48CC2bNmCM2fOID09PVPPMplMhu7du8PFxQVt2rTRUaREREQFo9hIqWHDhrlu//E2lSpVUuk4ihWe8t4WpB5HjhyRhr8yMTGBra0tunbtCjs7OzRt2lTH0ZG6yROzgiCgXbt22c7HS0VHmzZtcPPmTbi4uEj3svw9NKv3UXlCSRRF9OjRA9u2bZOG06fcMbFEpAUfD/MiiiISExPh5uYGNze3fJUpCAJSU1PVER5RiRUREQFXV1ds2LABT58+BZC5d5IgCOjTpw8mT56M3r1756lyXBAETJ8+XUosfTw/ExVMkyZNAGRcs0ePHiE9PR0ymfIov61bt8b169chiiLc3NywcOFCGBsbZypr9+7dSq2Y6tSpo9ngS5jg4GBdh0BaduPGDWzZsgXu7u6Ijo4G8N/nq1zt2rXh7OwMZ2dn1KxZU0eREhERqceHDx+kZRMTk1y3L1++vNLv8uHzc6O4XUpKiorRUV6Ioojo6Gh4eXnBy8sLQMaw2V26dIGdnR26du2KRo0a6ThKKijF+7Ry5co6jITUqUqVKvDx8cGNGzfwxx9/4PTp09nWxZiYmKBbt26YMmUKOnfurOVIiz4mloi0QLFlrrzC+uO/E5H2+Pr6Yv369Thw4IA0aTwApYRSxYoV4eLigq+//rpAw1bWq1dPWuaLn3qZm5ujfv36CAwMRHJyMvz9/WFjY6O0jZOTE9atWwdBEPD27VuMHDkSO3bsUOqRdOrUKUyaNEm69vr6+ujYsaO2T4eoyAsPD8eOHTvg6uoqzfkgTybJP2eNjIzg6OgIFxcXdOnSRYfREhERqZfi+70qcwhynsHCS7EhjPy6RkRE4MCBAzhw4ACAjHcR+RB4dnZ2Su99VDRYWFhIy1kNrU5FW6tWrbB9+3YAwLNnz/Dy5UtEREQgOTkZZmZmqFKlCj755JNMjVNJdUwsEWmJYvdKdZRDRPnXuXNnpXtJ8f60trbG5MmTMXz4cLV0hWd3es3q3r07AgMDAQA+Pj6ZEktdunRB06ZN8e+//wIAPD09UaNGDdja2sLExASPHj3CrVu3lP5fGDFiRKYWpESUtfT0dPj4+MDV1RU+Pj5Sb2rF3kmiKKJt27ZwcXHB8OHDUa5cOV2GTERERJSlZcuW4fz58/Dz81MaZjCrRFNYWBj27NmDPXv2AABq1KihlGiysrLSbvCUZzY2NtDX10dqaqr0vkjFU506dTgqiQYIImuoiTSuS5cuGplbQj68FhHljUwmU6rwNDIywtChQzF58mS0bt1arcd69eoVOnToIB0vKChIreWXdGfPnkW3bt0AANWqVcOLFy8ytf709fVF9+7ds63wBv5LLlapUgW3b99GlSpVtHgWREXPw4cP4erqip07dyIsLAxA5t5JVapUwejRo+Hi4oLGjRvrMlyiEi0hIQHu7u44c+YMbt26hbdv3yImJibPw2pzKG6inMlbvQuCgKCgIFhaWua4/fPnz6WREQRBQFpamkrHye9+pLr09HTcuHED586dw7lz5+Dn54fY2FhpfVaJpo//bmVlJc3PZGdnh+rVq2sneMoTBwcHHD58GIIg4Nq1a2jZsqWuQyIqMphYIiKiEkf+0le7dm1MnDgR48ePR8WKFXUcFeVHeno6/vjjD6SnpwMARo0aleVkmx4eHnB2dkZ8fHyWiX5RFFG9enV4e3vjs88+03TYREXWhg0b4OrqiqtXrwLIPKxvqVKl0LdvX7i4uKBfv34c5odIx/755x/MnDlTanlfkNd/VmAT5YyJpeIrPT0d169fx7lz53D27FlcvHhRaU4tVRJN9erVk+Zn6tKlC8zNzbUTPOXo0aNHsLa2RkJCAjp37oxTp05xaDQiFTGxREREJU7fvn0xefJk9O3bVyO9CalwevHiBZYuXQpPT0+EhoZKf69fvz6GDRuG6dOnqzTRMlFJJu/x+fErROPGjTFu3DiMGTOGFSVEhcTUqVOxdu1apd65cnmpBpDf86zAJsoZE0slR1paGq5fv46zZ8/i3LlzuHjxIuLi4qT1qiSaGjduLPVmGjx4sHYCpyy5urriiy++AJDRUHHjxo0c0p5IBUwsERERUYmTkJCA6OhomJqawsjISNfhEBUZioklAwMD2Nvbw8XFBe3atdPocdmrlChvdu3ahdGjRwNQnqPVwMAAdevWhampKfT19fNcLofiJsqe4nDbu3fvzrIXvaI3b95g+PDhADLu03PnzqmU9P14PyaWdC81NRXXrl2TejRdunQJ8fHx0vqcEvsymYzDjBYCHh4eGDt2LBITE1GvXj3MmDEDffv2RY0aNXQdGgG4cOGCTo5ra2urk+MWFUwsERERERGRShQTS9rq8cl5XYjyrl69enj27Jl0v7Zq1Qrz589Hz549UapUKV2HR1Qs5ec7MrveLKruy8RS4ZSamoqrV69KPZouX76cZaKJ11D36tSpIy2/e/dO6nkmv0Zly5aFqalpnobHEwQBT58+VW+gJZxi4l5b+A6SOyaWiIiIiIhIJR+/1GnjVYIVLkR58++//6JZs2bSvdq3b18cOnSIc54RaZjid6Sq348corJkSElJwZUrV7Bv3z5s3LgRSUlJAJhYKgyySwhzTsLCJbvhuDWJ1zF3bKpERET0/168eAFfX188ffoUkZGRiI2NBQBs3rxZx5ERERVOmm45yDZwRHl348YNABn3j76+PjZs2MCkEpGW5ef7kXO/Fj9RUVE4f/681HPp/v37fLYppD6+//J7P/L6apa2Pid5HVXDxBIREZVooijCzc0NK1euxL179zKtEwQhy8TSwYMH8ddffwHImPvDw8NDK/ESEemSpaUlK76ICrl3794ByKh8ad26NapVq6bjiIhKBn5HUnR0NC5cuCAlku7du5dlBXVBhkAk9eJ9WzTk9Tqlpqbi1atXADLuMUtLS02FVqIxsUSkI5cvX8alS5fw8OFDREVFISYmBunp6SrvLwgCTp8+rcEIiYq/0NBQjBgxAn5+fgD+e8BXpYt1p06dMHLkSCQlJUEQBFy6dAk2NjYaj7mk4SSdRIVLcHCwrkMgolwozqFkZWWlw0iIShZ+R5Y879+/V0ok3blzR+k9Ut5Q8eNEUrNmzdC5c2d07tyZ7x06xvu2aMjrdQoODlaaPysoKEjNERHAxBKR1m3YsAErVqzAs2fP8l2GNifMJiquQkND0a5dO7x69SrL8ZRzSy6ZmZnBwcEB7u7uAIC9e/cysaQBXbp04SSdREREeWBhYSEty+fxICKigouNjYWvr6+USLp9+7ZSA+HsEkktWrSQEkmdOnWCqampLsInKjFYZ6odTCwRaUl8fDxGjBgBb29vpV4RQO7doNlNmki90tLSYG9vj5CQEOmeqly5Mr766ivY2dkhLS0NPXr0yLWcQYMGSYmlU6dOaTTmko5jHBMREammefPm0nJBGrMREZV0cXFxSomkW7duIS0tTVqf1TuKTCZDy5YtlRJJ5cuX12bYRERawcQSkZZ88cUX8PLyAvDfMFsfJ5iArB9MFBNQrFwlKrgtW7bg9u3b0r01ePBgbNu2DWXKlAEAPH/+XKVy5MknURSlYS3Z+kwzOEknERGRaurXr4927drB398fd+/eRWhoKKpXr67rsIiICr34+Hj4+flJiaQbN27kmkjS19eHtbW1lEjq0KEDypYtq82wiYh0goklIi3w8fGBu7u7VDFavnx5/PLLL3B0dERqairq168PIKPiND09HbGxsQgNDcWlS5ewdetW+Pr6QhAEmJubY/v27ejZs6cuT4eoyFu5cqW03KlTJ+zduxcymSzP5ZiamsLCwgIhISEAgIcPH3I4PDXjJJ1ERER59/PPP2PAgAEQRRELFizA+vXrdR0SEVGhV6FChVwTSQYGBmjTpo1SIsnY2FibYRIRFQqCyKa5RBrXpUsXaQL68uXL48KFC2jWrBmAjJ4RtWvXBpBRCar4ECN3+PBhuLi4IDo6GqVKlYK7uzscHBy0dwJExUhQUBDq1q0LIOOeu3nzptKQMYBq96Vc9+7dcebMGQiCAFdXV4wZM0ZzwVOuFCfpzO3aERERFWdTpkzB2rVrIQgC1q1bhy+//FLXIRERFWoymSzTHElGRkZo166dlEhq164djIyMdBglEeUmL3U6lH/ssUSkYe/fv4efn5/U4n7OnDlSUklVAwcOxPHjx2FnZ4e4uDh8/vnnuHfvnvQhSUSqu3btGoCMh4v69etnSirlVYUKFaTlqKioApVFBcd56IiIiDL88ccfAIC1a9fi66+/hp+fH2bPno0GDRroODIiosJPEAR0794dP/74I2xtbVGqFKtQiyJ5I29ts7W11clxibSJn4pEGnblyhWkp6cDyOgyPX78+HyVY21tjV9++QUzZ85EQkICFi1ahM2bN6szVKIS4e3bt9JykyZNClxe6dKlpeW4uLgCl0dERESUExcXlzxtb2ZmhvDwcLi5ucHNzQ116tRBkyZNYGpqmqehgAVB4PsHEZUI8sZqp06dwqlTp2BkZIT27dujS5cuUq8lfX19HUdJqujSpYvWGx8KgoDU1FStHpNIF5hYItKwFy9eAMj4Yvn0009hYmKS4/apqanZtoSZPHky5s6di6SkJBw4cADr1q2DgYGB2mMmKs4+fPggLZcpU6bA5b1//16t5RERERHlZOvWrXmuJFMc2unp06d49uxZnvYXRZGJJSIq9ho3boxHjx5lmlspISEBZ8+exdmzZwEoD4/XpUsXtGvXjnUzhRxngiFSv7zPVE5EeaI4NFatWrUyrf84iZSYmJhtWWXKlEGbNm0AZFRmX7x4UT1BEpUglSpVkpYjIyMLXJ48efxx2URERESFiSAI0g8REWV2//59hIWFYe/evfj666/RuHFjaZ0oitJPQkICzp07h/nz58POzg4VKlSAnZ0d5s2bh3PnziEpKUmHZ0FZUfwO1OQPUUnCHktEGqbY/TWr3gzlypVT+v3du3coW7ZstuVVr15dWg4JCVFDhEQli7m5OYCMF4M7d+4UqKwPHz7g3r170u9WVlYFKo+IiIhIFWx5TUSkGWZmZnBycoKTkxOAjKHUz507J/08evQIgPLncGJiIi5cuIALFy5g4cKFMDAwQJs2baSh82xsbGBkZKST8ynpLC0tmfAh0hAmlog0TDFxpDgEl1zZsmUhk8mkeZhevnyJ2rVrZ1ue4sNLWFiYGiMlKhnatm0rLb9+/Ro3btxAq1at8lXWzp07kZaWBgAwNDRUKpuIiIhIE4KCgnQdAhFRiWFubo6hQ4di6NChADLqYeRJprNnzyIgIACAcl1NUlIS/Pz84Ofnh0WLFkFfXx+tW7dGly5d0KVLF9jY2MDY2Fgn51PSBAcH6zoEomKLiSUiDbOwsJCWw8PDM62XyWSoU6cOnjx5AgC4fv06bG1tsy3v8ePH0jJbXRDlXdWqVdG0aVOpp9HcuXPh7e2d53Kio6OxZMkS6T7s1KkTx9UmIiIijWMPaSIi3alSpQqGDRuGYcOGAQDevHkjJZnOnTuHwMBAAMqJpuTkZFy6dAmXLl3CkiVLoK+vD2tra2mOph49eujkXIiICoJzLBFpWMOGDQFkPFQ8ePAgy22aNWsmLe/fvz/bsh49eoS7d+9KFdlVqlRRY6REJcfXX38tLR89ehSLFi3K0/7x8fEYOnQoQkJCpBeGadOmqTVGIiIiIiIiKtyqVq2K4cOH459//sHjx4/x6tUr7Ny5E1988QXq1q0rbac4R1NycjIuX76MpUuXok+fPjqMnogo/wSRgzMTaZQoiqhUqRKio6MhCAKePXuWqZWhq6srxo8fDyCjF9K2bdswevRopW0SEhLQvXt3XL58Wdru8ePHqFevnnZOhKgYSU1NRcOGDREcHAxRFCEIAoYNG4Zff/0VVlZWeP78uTQkpSAI0nB3AHDs2DHMmDEDDx8+lP5mbW2NK1euaP08KLOcrh0REREREZE2hYaG4uzZs1KPpmfPnkmNheXvonxnIcrZhQsX8rT9mzdvMHz4cAAZ9QLnzp3L1/yUOY0oRUwsEWnFoEGD4OnpCUEQsGbNGqXeEkDGkFqWlpaIi4uDKIqQyWQYM2YM+vXrBxMTEzx69Ahr1qyRulQDQMuWLXHt2jVtnwpRsXHjxg107twZCQkJ0gO9IAho3bo16tSpg927dwPIeAhZsmQJAgICcPLkSbx69UraXhRFVKhQAdevX0edOnV0fEYEMLFERERERESFy61bt3Du3DmcOXMGp0+fRlJSEgAmlohUJZPJ8jwdiGLKIz9TiQiCgNTU1DzvV5IwsUSkBfIeSYIgoGPHjjh//nymbZYuXYqff/5Zqqz++ENPsSJbJpPhyJEj6Nmzp7ZOgahY8vb2xogRIxAfHw8ASvdeVg8h8r/J78Xy5ctj//796Natm5Yjp+wwsURERCVFREQEOnXqhMTERACAsbExvL29pe/B/Hr27Bns7e2lcsuUKYOLFy+ifPnyBY6ZiKgkuHPnjjTvkq+vL6Kjo7PcjoklItXIE0t5SWMo1qvmJ/3BezN3TCwRaUF0dDRsbW2lhwZvb29YWloqbZOeno5hw4Zh//792VZsy39ftGgRfv75Z+2dAFEx9uDBAwwbNgz3798HkHVLlqwSTo0aNYKHhweaNGkCAEhJSYG+vr6WoqbsMLFEREQlxXfffYfVq1cDyPjO27x5M5ydndVS9sdDdc+cOROLFy9WS9lERMXNvXv3pETShQsXEBUVJa3LrteEYqNFvrMQ5Sw/PZYKgklf1TCxRFSIpKWlYdWqVViyZAliYmIyrbeyssLy5csxZMgQHURHVHRk1esvt+3379+Pv/76C/7+/khJSclyO0EQ0KJFC3zzzTcYM2YMZDIZACA5ORmDBw+Gt7e3WuKn/GNiiYiISoLIyEjUqFEDycnJAIChQ4dKw/iqy7Bhw7Bv3z4AQOnSpREaGspeS0REAO7fv6+USIqIiJDW5ZZIAgALCwvY2dlJPx/Pw01EymrVqqXVxJJcUFCQ1o9ZlDCxRFQIpaSk4Pz58wgMDER0dDRMTU3RvHlztG3bVqrIJqLsffHFF9i0aVO+9o2Pj4e/vz9evnyJiIgIJCcnw8zMDFWqVEH79u1hZmamtH1qaiocHBxw5MgRJjE0gJN0EhERZbZu3TpMnjwZAKCvr48HDx6gbt26aj3G06dP0bhxY+n5ZsOGDVIvJiKikuThw4dSIun8+fMIDw+X1qmSSKpWrRq6dOkiJZLU/XlNRKQLTCwREVGxI5PJ8P3332PZsmUaPU5KSgqcnJzg5eXF3jEawkk6iYiIMrO1tYWfnx8EQcDYsWOxZcsWjRzH2dkZ27dvhyAI6NKlC06fPq2R4xARFSaPHz9WSiS9fftWWqdKIqly5cpKiaSGDRtqJ3AiIi1iYomIiIodeTJi8eLFmDlzpkaOkZqaiiFDhsDT05Pj72oQJ+kkIiJSlpKSgnLlyiE5ORmCIMDLywt9+/bVyLGOHDkCe3t7AICRkRFiY2Ohp6enkWMREenaqFGjcO7cObx580b6myqJpIoVK6Jz585SIumTTz7RTsBERDrExBIRERU78iEjBUHA+vXrMWHCBLWWn5qaimHDhuHgwYNS0oPJCM3gJJ1ERETKbt68CWtrawAZcx9FRETA0NBQI8dKTExEpUqVkJCQAEEQcOPGDXz22WcaORYRka593Kgtu0RShQoVYGtrKyWSmjVrpvVYiYh0rZSuAyAiItIE+QvBpEmTYGpqCicnJ7WUm5aWhhEjRkhJJbkRI0aopXxSZmlpqZNJOomIiAqrx48fA8h41qlfv77GkkpARi+lBg0a4M6dO9KxmVgiouJO/i4pTyaVK1cOnTp1khJJLVq04DsKEZV4TCwREVGxM3LkSOzatUvqeTJ69GiYmJigR48eBSpXnlTav3+/9CIhiiKGDx+OHTt2qCN0+khwcLCuQyAiIipUoqOjpeWqVatq/HhVq1aVEkuRkZEaPx4RkS6JoogyZcqgQ4cOUiLJ2tpaGhWDiIgyMLFEpAZ16tTR+jEFQcDTp0+1flyiomDbtm2IiYmBj48PBEFAcnIyBg8ejFOnTqFt27b5KjMtLQ2jRo2Ch4eHUlJp6NChcHNzY4s1IiIi0grFxJKZmZnGj1epUqUsj01EVNwsXLgQdnZ2aNOmDUqVYpUpEVFO+ClJpAbBwcF5nly+oFiJTZQ9PT097Nu3D7169YKvry8EQUBcXBz69u2LCxcu5Hky1fT0dHz++efYu3evUlLJyclJ6hlFREREpA2KreZjYmI0frz3799neWwiouJm1qxZug6BiKjI4FMhkRoJgqCVHyLKnZGREby9vdGiRQuIoghBEBAVFYVevXrlaXi19PR0jBkzBu7u7kpJJUdHR+zevZsVLERERKRV5cqVk5bfvXun8eMpHkPx2ERERERUcrE2jEjN5BM8avKHiFRTrlw5HD9+HA0aNACQkfwNDQ1Fjx498ObNm1z3F0URzs7OSr2SRFHEoEGD4O7uDj09PY3GT0RERPSxmjVrAsh4Jnn48CHS0tI0dqzU1FQ8ePBA+t3CwkJjxyIiIiKiooND4RGpkSiKMDAwQP/+/eHi4oI2bdroOiSiEs/MzAwnT55Ehw4d8OrVK2l+st69e+P8+fMwMTHJcj9RFDFu3Djs3LlTKak0cOBA7N27l0klIiIi0gnFIX1jY2Nx8eJF2NraauRYly9fRmxsbJbHJiIiIqKSSxDZ/YGowGQyWZZD1DVp0gQuLi4YPXo0KleurIPIiEju8ePHsLW1RXh4uPS39u3b4+TJkzA2NlbaVhRFjB8/Hlu3blVKKtnb2+PAgQOcyJWIiIh0qmrVqtIQdWPGjIGrq6tGjjNu3Dhs27YNAGBubq5Sj28iIiIiKv44FB6RGmzatAk2NjaZhqy7f/8+ZsyYAQsLCzg4OMDLy0ujQ1UQUfYaNmyIo0ePSnMDiKKIy5cvw9HREampqdJ2oihiwoQJmZJK/fr1g4eHB5NKREREpHP9+/eX3jl27tyJ+/fvq/0Y9+/fx44dO6R5XgcMGKD2YxARERFR0cQeS0RqFBgYiM2bN2PHjh14/fo1gIw5XURRlCqozc3NMWbMGDg7O6Nx48a6DJeoRDp//jz69OmDpKQk6d4cMmQI3N3dAQATJkzA5s2blZJKvXv3xuHDh6Gvr6/L0ImIiIgAAFevXkW7du2kd40mTZrA19cXpqamaik/OjoanTp1khJWgiDg0qVLaNu2rVrKJyIiIqKijYklIg1IT0/H0aNHsWXLFnh7eyMlJUVpvbzCuk2bNnBxccHw4cOlXhREpHne3t4YPHgw0tLSpOTShAkTIIoiNm7cqJRU6tWrFw4dOgRDQ0MdR01ERET0nx49euD06dNK7xYHDhxAtWrVClTumzdv4OjoiMuXL0tl29nZ4dSpUwWOmYiIiIiKByaWiDQsPDwc27Ztw9atW5Va/Cn2YjI2NoajoyOcnZ1hZ2eny3CJSgw3NzeMGTMGAJTuR/myKIro0aMHPD09mVQiIiKiQufBgwewtrZGUlISgIxnGFNTU/z+++8YNWoU9PT08lReWloa3Nzc8N133yEqKkoq08jICNevX0eTJk3Ufg5EREREVDQxsUSkRVevXsXmzZuxd+9exMTEAMicZLKyssK4ceMwduxYWFpa6jJcomJv7dq1mDJlinQfAv/dk127doW3tzeMjIx0HCURERF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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(item_df.Number\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Requested items\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "markdown", + "id": "42876e19-bd6c-4412-8434-fbd908eb6ac0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Honoraria" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "6a8b62ad-c172-4449-9b61-51bd965fac84", + "metadata": {}, + "outputs": [], + "source": [ + "url = \"https://docs.google.com/spreadsheets/d/1OUO4HcCeGfU9OfgrSif-sdDiqUKrxqsppxjvwns9wPE/export?format=csv&gid=0\"\n", + "honor_bf_civi_df = (\n", + " pd.read_csv(url)\n", + " .fillna(\"\")\n", + ")\n", + "honor_bf_civi_df[\"Continent\"] = honor_bf_civi_df.Country.apply(lambda x: get_continent(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "365fd415-8b21-40d0-849a-f209c2a7c0a0", + "metadata": {}, + "outputs": [], + "source": [ + "honor_in_civi_fp = Path(\"../data/openseeds/honorarium.csv\") \n", + "honor_in_civi_df = (\n", + " pd.read_csv(honor_in_civi_fp)\n", + " .fillna(\"\")\n", + " .rename(columns = {\n", + " \"Honorarium administration: Cohort\": \"Cohort\",\n", + " \"Honorarium administration: Role\": \"Role\",\n", + " \"Honorarium administration: Final cost\": \"Amount\",\n", + " \"Contact: \": \"Country\",\n", + " })\n", + " .replace(\"Speaker (Expert talk)\", \"speaker\")\n", + " .replace(\"speaker for Open Data\", \"speaker\")\n", + " .replace(\"Speaker\", \"speaker\")\n", + " .replace(\"Mentor\", \"mentor\")\n", + " .replace(\"Call Facilitator\", \"facilitator\")\n", + " .replace(\"Call facilitator\", \"facilitator\")\n", + " .replace(\"Facilitator (co-hosted 2 meetings and Transcription of the three (3) graduation videos\", \"facilitator\")\n", + " .replace(\"Transcription of the videos, preparing guideline for the transcription\", \"facilitator\")\n", + " .replace(\"facilitator role (transcript check - week 2 and 3 cohort calls)\", \"facilitator\")\n", + " .replace(\"facilitator (co-host a session )\", \"facilitator\")\n", + " .replace(\"facilitator (co-host a session)\", \"facilitator\")\n", + " .replace(\"Facilitator - transcription check\", \"facilitator\")\n", + " .replace(\"facilitator; transcription check\", \"facilitator\")\n", + " .replace(\"Video Facilitator\", \"facilitator\")\n", + " .replace(\"transcription check\", \"facilitator\")\n", + " .replace(\"Ally Skills workshop facilitator\", \"facilitator\")\n", + " .replace(\"Facilitator and Speaker\", \"speaker, facilitator\")\n", + " .replace(\"Mentor and expert\", \"mentor\")\n", + " .replace(\"co-facilitator, transcriber\", \"facilitator\")\n", + " .replace(\"Facilitator\", \"facilitator\")\n", + " .drop(columns = [\"Case ID\"])\n", + ")\n", + "honor_in_civi_df[\"Currency\"] = honor_in_civi_df.Amount.apply(lambda x: x.split(\" \")[1] if \" \" in x else \"\")\n", + "honor_in_civi_df[\"Amount\"] = honor_in_civi_df.Amount.apply(lambda x: float(x.split(\" \")[0]) if \" \" in x else 0)\n", + "honor_in_civi_df[\"Continent\"] = honor_in_civi_df.Country.apply(lambda x: get_continent(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "dcb049ab-ad47-41eb-995e-e38f846915f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CohortRoleAmountCountryContinent
0OLS-6Speaker212.9300ColombiaSouth America
1OLS-6Facilitator377.4900United KingdomEurope
2OLS-6Speaker211.5300United KingdomEurope
3OLS-6Speaker212.5700
4OLS-6Speaker211.0700NetherlandsEurope
..................
138OLS-7Facilitator121.3700
139OLS-7Facilitator59.6926FranceEurope
140OLS-6Mentor416.9800GermanyEurope
141OLS-7Mentor393.9402GermanyEurope
142OLS-7Mentor0.0000
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143 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " Cohort Role Amount Country Continent\n", + "0 OLS-6 Speaker 212.9300 Colombia South America\n", + "1 OLS-6 Facilitator 377.4900 United Kingdom Europe\n", + "2 OLS-6 Speaker 211.5300 United Kingdom Europe\n", + "3 OLS-6 Speaker 212.5700 \n", + "4 OLS-6 Speaker 211.0700 Netherlands Europe\n", + ".. ... ... ... ... ...\n", + "138 OLS-7 Facilitator 121.3700 \n", + "139 OLS-7 Facilitator 59.6926 France Europe\n", + "140 OLS-6 Mentor 416.9800 Germany Europe\n", + "141 OLS-7 Mentor 393.9402 Germany Europe\n", + "142 OLS-7 Mentor 0.0000 \n", + "\n", + "[143 rows x 5 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "honor_df = (\n", + " pd.concat([honor_bf_civi_df, honor_in_civi_df], ignore_index=True)\n", + ")\n", + "honor_df[\"Rate\"] = honor_df.Currency.apply(lambda x: rate[x])\n", + "honor_df=(\n", + " honor_df\n", + " .assign(Amount= lambda df: df.Amount * df.Rate)\n", + " .assign(Role= lambda df: df.Role.str.title())\n", + " .drop(columns = [\"Currency\", \"Rate\"])\n", + ")\n", + "honor_df" + ] + }, + { + "cell_type": "markdown", + "id": "cbdba9f3-84e1-4cd9-8e12-39c04ec6c3cb", + "metadata": {}, + "source": [ + "### Overview" + ] + }, + { + "cell_type": "markdown", + "id": "e3a0dcbe-e482-4e63-8c12-18a45e5b5363", + "metadata": {}, + "source": [ + "Number of honoraria" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "77c03257-6c02-4eb9-862a-66a5a76f2090", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "143" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(honor_df)" + ] + }, + { + "cell_type": "markdown", + "id": "472b2c9f-dbb3-467b-84ad-d8db4d6764fd", + "metadata": {}, + "source": [ + "Total amount (in GBP)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "6bc4ec08-17af-4fb7-8b04-ea48b3674af3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "34908.9642" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(honor_df.Amount)" + ] + }, + { + "cell_type": "markdown", + "id": "155cf02f-11a0-4956-9c13-bda4a727d8b7", + "metadata": {}, + "source": [ + "Mean amount per honorarium" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "b1c62c55-50a4-427b-9d4a-547a9519f879", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "244.11863076923078" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(honor_df.Amount)/len(honor_df)" + ] + }, + { + "cell_type": "markdown", + "id": "5f114fec-d3c0-455f-b179-8bd0235fff7e", + "metadata": {}, + "source": [ + "### Cohort" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "d217a9d4-0aa1-474b-823d-f5cd7843a25a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NumberAmount
Cohort
OLS-53811926.6882
OLS-6255651.0730
OLS-75213526.7310
OLS-8283804.4720
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" + ], + "text/plain": [ + " Number Amount\n", + "Cohort \n", + "OLS-5 38 11926.6882\n", + "OLS-6 25 5651.0730\n", + "OLS-7 52 13526.7310\n", + "OLS-8 28 3804.4720" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "number_df = (\n", + " honor_df\n", + " .groupby(by=\"Cohort\")\n", + " .count()\n", + " .drop(columns = [\"Amount\", \"Country\", \"Continent\"])\n", + " .rename(columns = {\"Role\": \"Number\"})\n", + ")\n", + "amount_df = (\n", + " honor_df\n", + " .drop(columns = [\"Role\", \"Country\", \"Continent\"])\n", + " .groupby(by=\"Cohort\")\n", + " .sum()\n", + ")\n", + "cohort_honor_df = number_df.join(amount_df)\n", + "cohort_honor_df" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "68441e97-d081-4ec3-a2ff-717947b9fc4d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(cohort_honor_df.Number\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Number of honoraria\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "a688baae-8f76-4562-bf6b-59d5b12c3525", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(cohort_honor_df.Amount\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Amount (GPB)\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "markdown", + "id": "8424cfce-eb37-4924-bafc-862e275a9e70", + "metadata": {}, + "source": [ + "### Role" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "0aaca0a2-598b-4fa0-9e3a-aad0ba754f86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NumberAmount
Role
Speaker, Facilitator1370.5800
Facilitator, Mentor2906.3608
Facilitator335071.8482
Mentor5118265.9622
Speaker5610294.2130
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" + ], + "text/plain": [ + " Number Amount\n", + "Role \n", + "Speaker, Facilitator 1 370.5800\n", + "Facilitator, Mentor 2 906.3608\n", + "Facilitator 33 5071.8482\n", + "Mentor 51 18265.9622\n", + "Speaker 56 10294.2130" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "number_df = (\n", + " honor_df\n", + " .groupby(by=\"Role\")\n", + " .count()\n", + " .drop(columns = [\"Amount\", \"Country\", \"Continent\"])\n", + " .rename(columns = {\"Cohort\": \"Number\"})\n", + ")\n", + "amount_df = (\n", + " honor_df\n", + " .drop(columns = [\"Cohort\", \"Country\", \"Continent\"])\n", + " .groupby(by=\"Role\")\n", + " .sum()\n", + " #.drop(columns = [\"Role\"])\n", + ")\n", + "role_honor_df = (\n", + " number_df.join(amount_df)\n", + " .sort_values(\"Number\")\n", + ")\n", + "role_honor_df" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "29ed2472-1f7d-452c-8316-28e95e07a1a6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(role_honor_df.Number\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Number of honoraria\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "05bd8e36-c544-4705-beb9-8140c3241eea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(role_honor_df.Amount\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Amount (GPB)\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "markdown", + "id": "d10f92c6-7bc7-4f1d-bf7c-ca871708eec8", + "metadata": {}, + "source": [ + "### Continent" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "25fff1fb-1a12-4132-8b0f-b24655c50fb2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NumberAmount
Continent
Oceania2403.6200
Asia71851.4600
North America123052.8180
South America143942.5440
Africa358013.4230
Europe5314390.0392
203255.0600
\n", + "
" + ], + "text/plain": [ + " Number Amount\n", + "Continent \n", + "Oceania 2 403.6200\n", + "Asia 7 1851.4600\n", + "North America 12 3052.8180\n", + "South America 14 3942.5440\n", + "Africa 35 8013.4230\n", + "Europe 53 14390.0392\n", + " 20 3255.0600" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "number_df = (\n", + " honor_df\n", + " .groupby(by=\"Continent\")\n", + " .count()\n", + " .drop(columns = [\"Amount\", \"Country\", \"Role\"])\n", + " .rename(columns = {\"Cohort\": \"Number\"})\n", + ")\n", + "amount_df = (\n", + " honor_df\n", + " .drop(columns = [\"Role\", \"Country\", \"Cohort\"])\n", + " .groupby(by=\"Continent\")\n", + " .sum()\n", + ")\n", + "continent_honor_df = number_df.join(amount_df)\n", + "tmp = continent_honor_df[continent_honor_df.index!=''].sort_values(\"Number\")\n", + "continent_honor_df = pd.concat([tmp, continent_honor_df[continent_honor_df.index=='']])\n", + "continent_honor_df" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "fae576af-c2d5-4c98-af17-3ce040ea7fb0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(continent_honor_df.Number\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Number of honoraria\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "94e14f5d-c7c1-439b-b97f-9488e435a834", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(continent_honor_df.Amount\n", + " .transpose()\n", + " .plot.bar(ax=ax, color=\"#139D3D\"))\n", + "plt.ylabel(\"Amount (GPB)\")\n", + "plt.xlabel(\"\")" + ] + }, + { + "cell_type": "markdown", + "id": "c15cac97-323a-4c82-9388-2d5899ab2459", + "metadata": {}, + "source": [ + "### Cohort and role" + ] + }, + { + "cell_type": "markdown", + "id": "ae4e95bb-14d4-4b05-af3c-859ac5019a42", + "metadata": {}, + "source": [ + "#### Number of honoraria" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "3f50080e-1ec3-483b-846e-b498853c4628", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CohortOLS-5OLS-6OLS-7OLS-8
Role
Facilitator, Mentor2.0NaNNaNNaN
Mentor20.03.028.0NaN
Facilitator4.07.011.011.0
Speaker12.014.013.017.0
Speaker, FacilitatorNaN1.0NaNNaN
\n", + "
" + ], + "text/plain": [ + "Cohort OLS-5 OLS-6 OLS-7 OLS-8\n", + "Role \n", + "Facilitator, Mentor 2.0 NaN NaN NaN\n", + "Mentor 20.0 3.0 28.0 NaN\n", + "Facilitator 4.0 7.0 11.0 11.0\n", + "Speaker 12.0 14.0 13.0 17.0\n", + "Speaker, Facilitator NaN 1.0 NaN NaN" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_role_df = (\n", + " honor_df\n", + " .drop(columns = [\"Continent\", \"Country\"])\n", + " .groupby(by=[\"Role\",\"Cohort\"])\n", + " .count()\n", + ")\n", + "cohort_role_df = (\n", + " pd.pivot_table(cohort_role_df, index = 'Role', columns = 'Cohort', values=\"Amount\")\n", + " .reindex(['Facilitator, Mentor', 'Mentor', 'Facilitator', 'Speaker', 'Speaker, Facilitator'])\n", + ")\n", + "cohort_role_df" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "1780078f-2fc1-4178-a5f0-8175a16e3f01", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(cohort_role_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "ax.set_title('Number of honoraria')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "98f0c329-8b01-48c4-83a4-45a8a6613ccd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CohortOLS-5OLS-6OLS-7OLS-8
Role
Facilitator, Mentor906.3608NaNNaNNaN
Mentor7385.34041254.6809625.9418NaN
Facilitator1239.87001332.4001287.55261212.0256
Speaker2395.11702693.4132613.23662592.4464
Speaker, FacilitatorNaN370.580NaNNaN
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" + ], + "text/plain": [ + "Cohort OLS-5 OLS-6 OLS-7 OLS-8\n", + "Role \n", + "Facilitator, Mentor 906.3608 NaN NaN NaN\n", + "Mentor 7385.3404 1254.680 9625.9418 NaN\n", + "Facilitator 1239.8700 1332.400 1287.5526 1212.0256\n", + "Speaker 2395.1170 2693.413 2613.2366 2592.4464\n", + "Speaker, Facilitator NaN 370.580 NaN NaN" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_role_df = (\n", + " honor_df\n", + " .drop(columns = [\"Continent\", \"Country\"])\n", + " .groupby(by=[\"Role\",\"Cohort\"])\n", + " .sum()\n", + ")\n", + "cohort_role_df = (\n", + " pd.pivot_table(cohort_role_df, index = 'Role', columns = 'Cohort', values=\"Amount\")\n", + " .reindex(['Facilitator, Mentor', 'Mentor', 'Facilitator', 'Speaker', 'Speaker, Facilitator'])\n", + ")\n", + "cohort_role_df" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "b1f9667e-0edc-4566-baf1-7bcd92c8278d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(cohort_role_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "ax.set_title('Amount (GBP)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "660327c7-b837-47ad-9001-36f32ccf50cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CohortOLS-5OLS-6OLS-7OLS-8
Continent
Africa5.06.014.010.0
Asia3.01.02.01.0
Europe22.012.015.04.0
North America1.03.05.03.0
Oceania1.0NaN1.0NaN
South America5.01.07.01.0
\n", + "
" + ], + "text/plain": [ + "Cohort OLS-5 OLS-6 OLS-7 OLS-8\n", + "Continent \n", + "Africa 5.0 6.0 14.0 10.0\n", + "Asia 3.0 1.0 2.0 1.0\n", + "Europe 22.0 12.0 15.0 4.0\n", + "North America 1.0 3.0 5.0 3.0\n", + "Oceania 1.0 NaN 1.0 NaN\n", + "South America 5.0 1.0 7.0 1.0" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_continent_df = (\n", + " honor_df\n", + " .drop(columns = [\"Role\", \"Country\"])\n", + " .groupby(by=[\"Continent\",\"Cohort\"])\n", + " .count()\n", + ")\n", + "cohort_continent_df = (\n", + " pd.pivot_table(cohort_continent_df, index = 'Continent', columns = 'Cohort', values=\"Amount\")\n", + " .reindex(['Africa', 'Asia', 'Europe', 'North America', 'Oceania', 'South America'])\n", + ")\n", + "cohort_continent_df" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "8ca1f9f8-8bcb-4839-9810-74cf29d6f992", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(cohort_continent_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "ax.set_title('Number of honoraria')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "4a88bce1-14b0-46fa-80c4-31c446b5f7e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(cohort_continent_df\n", + " .transpose()\n", + " .plot.bar(stacked=True, ax=ax, colormap='tab20c'))\n", + "plt.xlabel('Cohorts')\n", + "plt.ylabel('Number of honoraria')\n", + "ax.legend(\n", + "# loc='center left',\n", + "# bbox_to_anchor=(1, 0.5),\n", + "# frameon=False,\n", + " fontsize='x-small')" + ] + }, + { + "cell_type": "markdown", + "id": "3cd003da-3a43-443d-9be4-46ea4e92853b", + "metadata": {}, + "source": [ + "#### Amount (GBP)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "36e14dde-a564-4210-817c-4859a50dd3cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CohortOLS-5OLS-6OLS-7OLS-8
Continent
Africa1865.42001383.2133400.4601364.330
Asia842.8000211.140598.770198.750
Europe6963.76822776.9404190.479458.852
North America408.4100854.2801588.712201.416
Oceania200.0000NaN203.620NaN
South America1445.5100212.9302103.720180.384
\n", + "
" + ], + "text/plain": [ + "Cohort OLS-5 OLS-6 OLS-7 OLS-8\n", + "Continent \n", + "Africa 1865.4200 1383.213 3400.460 1364.330\n", + "Asia 842.8000 211.140 598.770 198.750\n", + "Europe 6963.7682 2776.940 4190.479 458.852\n", + "North America 408.4100 854.280 1588.712 201.416\n", + "Oceania 200.0000 NaN 203.620 NaN\n", + "South America 1445.5100 212.930 2103.720 180.384" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_continent_df = (\n", + " honor_df\n", + " .drop(columns = [\"Role\", \"Country\"])\n", + " .groupby(by=[\"Continent\",\"Cohort\"])\n", + " .sum()\n", + ")\n", + "cohort_continent_df = (\n", + " pd.pivot_table(cohort_continent_df, index = 'Continent', columns = 'Cohort', values=\"Amount\")\n", + " .reindex(['Africa', 'Asia', 'Europe', 'North America', 'Oceania', 'South America'])\n", + ")\n", + "cohort_continent_df" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "c768d441-0d06-4df2-b0a0-4032fd7d1578", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(cohort_continent_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "ax.set_title('Amount (GBP)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "459000b3-8637-4293-a73d-858b4694d1c9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "(cohort_continent_df\n", + " .transpose()\n", + " .plot.bar(stacked=True, ax=ax, colormap='tab20c'))\n", + "plt.xlabel('Cohorts')\n", + "plt.ylabel('Amount (GBP)')\n", + "ax.legend(\n", + "# loc='center left',\n", + "# bbox_to_anchor=(1, 0.5),\n", + "# frameon=False,\n", + " fontsize='x-small')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "7fc9713c-b0e1-478e-a7c1-717ecd29566a", + "metadata": {}, + "outputs": [], + "source": [ + "# when Civi API\n", + "\n", + "CIVI_API = \"\" #os.getenv('CIVI_API')\n", + "\n", + "headers = {\n", + "# \"X-Civi-Auth\": f\"Bearer {CIVI_API}\",\n", + " 'Content-Type': \"application/x-www-form-urlencoded\",\n", + "}\n", + "\n", + "selected_fields = [\"Honorarium_administration.Cohort\",\"Honorarium_administration.Role\",\"Honorarium_administration.Final_cost\"]\n", + "s_f_str = '['\n", + "for f in selected_fields:\n", + " s_f_str = f'{s_f_str}, {f}'\n", + "s_f_str = f'{s_f_str}]'\n", + "\n", + "where_fields = [[\"case_type_id:label\",\"=\",\"Honorarium\"]]\n", + "w_f_str = '['\n", + "for f in where_fields:\n", + " w_f_str = f'{w_f_str}, [{f[0]}, {f[1]}, {f[2]}]'\n", + "w_f_str = f'{s_f_str}]'\n", + "\n", + "data = {\n", + " #\"params\": f'{\"select\": {s_f_str}, \"where\": {w_f_str}, \"limit\":200}',\n", + "}\n", + "\n", + "#response = requests.post('https://openlifescience.civicrm.org/civicrm/ajax/api4/Case/get', headers=headers, data=data)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/results/process_feedback.ipynb b/results/process_feedback.ipynb new file mode 100644 index 0000000..c47b2cf --- /dev/null +++ b/results/process_feedback.ipynb @@ -0,0 +1,3517 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cc7242eb-a038-4622-8121-d31ff184fede", + "metadata": {}, + "source": [ + "# Feedback from participants and mentors" + ] + }, + { + "cell_type": "markdown", + "id": "3e55d7cd", + "metadata": {}, + "source": [ + "This page shows the result of the mid and post-cohort feedback forms sent to participants and mentors" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e24d1053", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1d5b7fb7", + "metadata": {}, + "outputs": [], + "source": [ + "def get_mcq_answer_counts(col, df):\n", + " '''\n", + " Get value counts for answers in multiple choice questions\n", + " \n", + " :param col: column name\n", + " :param df: dataframe\n", + " '''\n", + " # split transform elements as lists\n", + " q = df[col].apply(lambda x: x.split(', '))\n", + " # get unique items & counts\n", + " return q.explode().value_counts()\n", + "\n", + "def get_mcq_possible_answers_counts(col, df, answers):\n", + " '''\n", + " Get value counts for answers in multiple choice questions\n", + " \n", + " :param col: column name\n", + " :param df: dataframe\n", + " :param answers: list of possible answers\n", + " '''\n", + " # split transform elements as lists\n", + " q = df[col].apply(lambda x: x.split(', '))\n", + " # get unique items & counts\n", + " value_counts = q.explode().value_counts()\n", + " # prepare possible answer counts\n", + " answer_counts = {c:0 for c in answers}\n", + " # parse answers to match to possible answers\n", + " other_answers = []\n", + " for a,v in value_counts.items():\n", + " if a in answer_counts:\n", + " answer_counts[a] = v\n", + " else:\n", + " other_answers.append(a)\n", + " answer_counts['Other'] += v\n", + " return answer_counts, other_answers\n", + "\n", + "def get_question_possible_answers_counts(col, df, answers):\n", + " '''\n", + " Get value counts for answers in multiple choice questions\n", + " \n", + " :param col: column name\n", + " :param df: dataframe\n", + " :param answers: list of possible answers\n", + " '''\n", + " # get unique items & counts\n", + " value_counts = df[col].explode().value_counts()\n", + " # prepare possible answer counts\n", + " answer_counts = {c:0 for c in answers}\n", + " # parse answers to match to possible answers\n", + " other_answers = []\n", + " for a,v in value_counts.items():\n", + " if a in answer_counts:\n", + " answer_counts[a] = v\n", + " else:\n", + " other_answers.append(a)\n", + " answer_counts['Other'] += v\n", + " return answer_counts, other_answers" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "67122d7a", + "metadata": {}, + "outputs": [], + "source": [ + "colors = {\n", + " \"participants\": \"#3182bd\",\n", + " \"participant_colormap\": \"winter\",\n", + " \"mentors\": \"#fd8d3c\",\n", + " \"mentor_colormap\": \"winter\",\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "d385865a", + "metadata": {}, + "source": [ + "## Mid-cohort" + ] + }, + { + "cell_type": "markdown", + "id": "0f1e2a81", + "metadata": {}, + "source": [ + "### Participants" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "995653fd", + "metadata": {}, + "outputs": [], + "source": [ + "url = \"https://docs.google.com/spreadsheets/d/1-p1e2bXW7edR2o0vZ60pP2Su18wvRK9n4atoi-7wVYo/export?format=csv\"\n", + "cohort_gid = {\n", + " \"OLS-1\": \"814222007\",\n", + " \"OLS-2\": \"1061421385\",\n", + " \"OLS-3\": \"564694769\",\n", + " \"OLS-4\": \"797034637\",\n", + " \"OLS-5\": \"414286605\",\n", + " \"OLS-6\": \"0\",\n", + " \"OLS-7\": \"1676679295\",\n", + " \"OLS-8\": \"1949391298\",\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9894f4fb", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_df = {}\n", + "answers = {}\n", + "for c in cohort_gid:\n", + " participant_mid_df[c] = (pd.read_csv(f\"{url}&gid={cohort_gid[c]}\")\n", + " .dropna(axis=1,how='all')\n", + " .fillna(\"\")\n", + " .replace(c, \"cohort\", regex=True)\n", + " .replace(\"Information on before, during and after the call\", \"Information on before during and after the call\", regex=True)\n", + " .replace(\" on the google doc\", \"\", regex=True)\n", + " .replace(\"I have attended 1-2 cohort calls, and watched the missed call on YouTube\", \"I have attended 1-2 cohort calls and watched the missed call on YouTube\", regex=True)\n", + " .replace(\"I watched all the cohort calls on YouTube, but have not attended any call so far\", \"I watched all the cohort calls on YouTube but have not attended any call so far\", regex=True)\n", + " )\n", + " answers[c] = participant_mid_df[c].shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d6a7d0b1-209b-4193-bf1d-7395675fdf73", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Number of answers to the survey')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "answer_s = pd.Series(answers)\n", + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "answer_s.plot.bar(ax=ax, color=colors['participants'])\n", + "plt.ylabel('Number of answers to the survey')" + ] + }, + { + "cell_type": "markdown", + "id": "c8f27add", + "metadata": {}, + "source": [ + "#### \"OLS is helping me work openly\"" + ] + }, + { + "cell_type": "markdown", + "id": "73521f3b", + "metadata": {}, + "source": [ + "Range from 1 (Completely disagree) to 5 (Completely agree) - Percentage of answers" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "53c148f6", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q1 = {}\n", + "other_answer = []\n", + "col = \"OLS is helping me work openly\"\n", + "answers = list(range(1, 6))\n", + "for c in participant_mid_df:\n", + " participant_mid_q1[c], oa = get_question_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q1_df = pd.DataFrame.from_dict(participant_mid_q1)\n", + "participant_mid_q1_df = 100 * participant_mid_q1_df / participant_mid_q1_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1ab6ea1d-a3f2-462a-9808-c9e694f45af4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q1_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9bd7f06e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q1_df.plot.bar(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.ylabel('Percentage of answers')\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5c0b7e0c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q1_df.mean(axis=1).plot.bar(ax=ax, color=colors['participants'])\n", + "plt.ylabel('Mean percentage of answers')\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "a9235ad3", + "metadata": {}, + "source": [ + "#### \"OLS is helping me encourage others to work openly\"" + ] + }, + { + "cell_type": "markdown", + "id": "674f8ebc", + "metadata": {}, + "source": [ + "Range from 1 (Completely disagree) to 5 (Completely agree) - Percentage of answers" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e074b08a", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q2 = {}\n", + "other_answer = []\n", + "col = \"OLS is helping me encourage others to work openly\"\n", + "answers = list(range(1, 6))\n", + "for c in participant_mid_df:\n", + " participant_mid_q2[c], oa = get_question_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q2_df = pd.DataFrame.from_dict(participant_mid_q2)\n", + "participant_mid_q2_df = 100 * participant_mid_q2_df / participant_mid_q2_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "99cf5c2b-f293-4b33-b9cd-7b352e5ddcdb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q2_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "550cec30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q2_df.plot.bar(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.ylabel('Percentage of answers')\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d154d5b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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XAkvZ2dnGc889Z3oft1gsxhtvvOGQf3x8vDFs2DDT2yMkJMT47bff3F6f9PR04/nnn8/zYXNunxYtWhi7d+92u+yCOnTokDFw4ECX6+3n52dMmDDBSE1NNV1WXoGlBQsWGOHh4abLr1ixYoEe1CYnJxuTJ082/WDT/hMUFGT8/fffpsuaOHFivg8anP2+R48ebcTGxrq0br4aWNq8ebNRu3btfNfbmZEjR7q8/a79NG3a1Ni7d69b28Ewrj4gefbZZx0euOb1qVOnjrFt27YCbctrnTlzxhg1alS+AVBnn9tvv92tYKgnxMTEGHfddZfL9S5VqpTxz3/+00hLS8u3DG8Elk6dOmV07drVpTIKer2+fPlyo1mzZi6vW2hoqPHf//7XpbJyu1a/fPmycccdd+RbprPAUlxcnDF06NACfU933XVXgbahM0UVWCrqc4G77K8p+/TpYzptw4YNna7DunXrTKX/+uuvHdIeOnTIVNrvvvvOqFGjhsvfW/PmzU3XL0de9zyffPJJngENqXACS2+++abDcbZ06dLGggULXMrHXb6y/T/77DOXru1q165trFy5skDr/tVXXxm1atVyed0rV67s8vMsb99/unKN+dprrzmUuXz5cpfKs9e4cWOb/GrWrOlWcBIlA4ElAKa9//77DielihUrGunp6R4vy9mD/xEjRuSbrqgCSzNmzHAop3HjxsXqhOrOhXN6errRr18/ly/Y7D/eCixdvHgxzzda8/rcc889btXj66+/NoKCggq0vW655RbTb1N5MrCUnZ1t3H333W7VuVatWsaxY8dMbydPBpZSU1ONPn36uFXvG2+80eX9+OjRo27dyOSUl56e7lOBJWctMs18rm21GRcXZ7Rv397lPIKDg40tW7a4vC6XLl1y+C24+ilbtqyxZMkSj21fs1auXOlSMMfZp1OnTsa5c+dMlZdbYOmjjz5y62F5SEiIsXPnTpfXOzo62mjbtm2B1jun7vmJiYkxOnfuXKBymjVr5lKrOl8MLK1bty7f1hV5leGJwEHZsmXdCiBnZWUZY8aMcavMkJAQY+vWrQUOLO3atcuoWbNmgda/YcOGph/QesqxY8dyfdBs9tOzZ898H6gXdWDp2LFjbj1AlWRMmTLFrW35xhtvFOjFKknGhAkTTL+s5OxaPSkpyejUqZOpsuwDS7GxsUarVq0K/D0V18CSN84F7rLvwSMoKMhISUnJN110dHSudX/++edNlT1+/HibdLVq1TKV7sUXXyzQtg0MDDS+/vprU2UZRu73PK+//rqp8jwZWLpy5YoxadIkhzIqVapkbNy40fQ6FYSvbP8PP/zQ7fJ//vlnl9c7KyvLePzxxwt87HjhhRdMl+nt+09XrjEvXrzocO132223mS7L3qpVqxzq/+KLL7qdH4o/xlgCYNratWsd5vXt21eBgYEeL+vmm2/WTz/9ZDNvzZo1Hi/HXd26dXOYd+jQIT311FN64403iqxf/6L26quvatWqVQ7za9WqpQEDBqhZs2aqUqWKSpcurZSUFCUmJuro0aPau3evNm3apOTkZC/U+qorV65o6NCh2rt3r3Ve27ZtddNNN6l+/foKDw9XbGysoqKitHDhQiUkJNik//rrrzVkyBANHz7cdJkfffSRJk2a5DA/JCRE/fv3t463ExoaqoSEBB05ckS//fabduzYYbP80qVLNW7cOC1YsMDFtS6Yt956S9999511OjQ0VLfffrs6duyoKlWqKD4+XgcPHtQPP/ygU6dO2aQ9deqU+vbtq127dik8PLxI6/2Pf/zD5njRuHFjDRw4UE2aNFGFChWUkJCgnTt36ocfftD58+dt0v7+++96++239eSTT5oqKyEhQX379nVYf0mqX7++hgwZokaNGql8+fKKiYnRn3/+qR9//FHnzp2zljd58uQCrK1nvfPOO/r444+t03Xq1NGtt96qFi1aqEKFCoqPj1dUVJTmz5+vxMREm7SPP/64brrpJtWqVUt33323tm/fbv1f+/btdfPNN6tevXoKDQ3V+fPntXr1ai1ZskTZ2dnW5VJTU3X//fdr27ZtCggwd5kaHx+v7t276+DBgw7/a9GihXr16qXmzZtbf4cXLlzQpk2btGzZMl2+fNm6bFJSku68805t2LChyMbM++mnn3THHXcoMzPTZn5gYKD69u2rzp07q1atWgoLC1NSUpJOnDih1atXa/369TbLb9myRUOGDNHvv//u1nguy5cv1yOPPCLDMCRJYWFhGjBggLp166aIiAhlZ2frxIkT+vnnnx3GWUxOTtb48eO1detW09/ZyZMn1alTJ4f9T5KCg4PVs2dP3XjjjapSpYrCwsJ0+fJlnTt3Tjt37tTGjRt15swZ0+uWmpqqPn362Bz7c1SqVElDhw5Vq1atFBERoUuXLunAgQP64YcfHMrYv3+/evTooV27dqlChQqmy/cV586d07Bhw5SWlmad16lTJw0YMEB16tRRaGiozp49q/3792v+/Pn55ufv76927dqpefPmatKkiSpWrKhy5crJMAwlJibqyJEj2rx5szZs2GCzjyclJenuu+/Wzp07VatWLdP1nzx5sr788kuH+SEhIRo0aJC6deumqlWrKjU1VdHR0Vq6dKm2bdsm6epvdMiQIbrzzjtNl2dv27Zt6tOnj5KSkmzm+/n5qWfPnurWrZvq1aun8PBwpaam6vTp01q3bp1WrVqlrKws6/JHjhzRoEGDtH37doWFhbldH7MuXLigHj166OzZsw7/q1mzpoYNG6amTZuqQoUKunDhgnbv3q1Fixbp0qVLNsuuX79ekZGR2rhxo4KCgpyW1axZM+tx9uTJk4qLi7P+r1SpUmrWrFm+9S1btqyp9bp8+bIGDhyov//+W5JksVjUrVs3RUZGqnbt2ipbtqxiYmK0YcMGLVq0yOZ3L129nr311lvVuXNnU+VJ0tNPP62ZM2c6zK9QoYL69++v9u3bKyIiQmXKlFF8fLz27dunFStW6NChQzbLf/rppwoPD3d77NgHHnhAW7ZssU5Xr15dgwYNsh7HEhMTFR0drSVLljiknTx5svbs2eMwv1GjRoqMjLTuy0FBQUpKSlJ8fLwOHz6svXv3KioqSunp6W7V2YzAwEC1bt3aOr1//36bc2P58uVVu3Ztt/MvbueCyMhITZs2zTqdnp6u9evXa8CAAXmmW7lyZa7/++233/Tiiy/mW7b9vV5kZGS+aV566SW98MILDvMDAgLUp08fRUZGqkaNGrpy5YpOnTqlZcuWafPmzdbrDknKyMjQ6NGjFRAQoBEjRuRbpjO//vqrXnvtNet0UFCQ+vTpo969e6tq1aoKCAjQ6dOnFRUV5XA8d1dycrLuuusuLV261GZ+w4YNtWzZMjVo0MAj5eTFV7b/5s2b9dxzz9mU37dvX2v56enp1uPTzp07bdJmZGTojjvu0Nq1a9WlSxfTZd5zzz0296s5qlevrn79+qlt27aqVKmSSpcurdjYWO3cuVPLly/XyZMnbZZ/8cUXVblyZT3yyCMurvVVRXn/6YqKFSvq7rvv1ty5c63zli5dqlOnTrl0HZbjo48+spkOCAjQfffdV9BqojjzblwLQHFSr149h7cTXn/99UIpKyoqyunbHPmNzVNULZYyMjJy7ZO7R48exrJly3y+9ZKrb2SlpqYaZcuWtUlTpkwZ47PPPjPVVVtaWprx66+/GiNHjjRuvPFGD61F7ux/C9e+qdOoUSNj1apVuaa9cOGCcdNNNzl8t02aNDFdflRUlBEYGGiTPjg42Hj11VeNhISEPNOuXbvWuOGGGxzKf/fdd/Mt15Mtlq7dZuPHjzfi4uKcps3KyjLefPNNp2/Cjxs3Lt+ycyvfDPs3xq6tQ9WqVY358+fnmvby5cvGvffe61BueHi4qbdCDcPxrU7panc3s2bNyrX/6vT0dOPll1+2dsNisVgcWrV5q8VSTj3KlCljfPTRR7kex86dO2d0797dIf0DDzxgvPXWW9bp+vXr59m1xdatW42IiAiHfL755hvT6zFkyBCH9N26dTM2b96cZ7q4uDhj8uTJDq106tatayQmJpou311//fWXQ0ulgIAA49///rdx4cKFPNPu3LnTaYuwyZMn51uusxZLOfuNxWIxnnjiiVz3dcMwjHnz5jnd17/99ltT652WlmZ06NDBIX1gYKDx73//O99WEdnZ2cbGjRuNhx56yChdunS+LZYefPBBh7L8/f2NZ599NtcuBK9cuWK8/vrrTlubDh061NR6+lqLpWu7GG7VqlWeb1Dntl0aNmxoDBs2zFi4cKERHx9vqh4nTpwwRo4c6VCfW265xVR6w7h6TnTWmu6ee+7Jc6yXNWvW2JxLnXXLY0ZsbKzDGAU558X8Wi4cPXrU6fXEsGHDTK+/u7Kzs512sRkcHGz85z//yfX4npKSYvz73/922jLn8ccfN1W2J8YpuVZe1yedO3c2tm/fnmva48ePG+3atXPI46abbjJd/sKFCx3Sly9f3pg1a1aeXZFmZ2cbCxcudHqe+/HHH/Mt1347XrsfBwcHG//973/zHDfn2rqdPHnSYT+qXLmy6Za6SUlJxqJFi4xbbrnFGDVqlKk0BeHpltzeOhe4KzMz02FM1n//+9/5prM/3l77nfv7++d77D58+LDDuubXiuWPP/5w2o19jx498myhuXHjRqNJkyYO6cLCwowTJ07ku67O7nmurccdd9xhnDx5Mtf0zr53V49dZ86ccXp86d69u8fGocyPL23/a4/NXbt2NQ4ePJhr+mXLljltddqkSRNT3a8ahvOxfmrWrGnMmzcvz2cxmZmZxuzZsx2ebQQGBlq7z82Lt+8/XT0+btu2zaE8sy0Yr3X27FmH7oiHDx/ucj4oWQgsATAlPT3d6U396tWrC6W8tLQ0p33o59f3blEFlgzDMD744AOHsq79VKxY0Rg5cqTx3nvvGVFRUaYvkIqKqxfOP//8s8M6zp07162yc8aVKUy5dcnSsWNHU2McpKWlOe02b/369abS2j+EioiIMPbs2WO6/vHx8Q7dlVSsWDHfPpg9GVjK+Tz99NOm6vzTTz857bPeTJ/dngos5Xzq169v6qYoOzvb6UO/L7/8Mt+0mzZtckhXtmxZY8OGDabqPm/evFwH3PZWYEm6GlQy021HXFycw8OyMmXKWMc4at68uXH+/Pl881m/fr1DHfr3729qHWbNmuWQdtKkSS4NSvvZZ5855PHaa6+ZTu8u+3FBypQpk2fA2156errRv39/mzxKlSqV50MUw3AeWJKuPnwyM5ahYTgff6Ffv36m0j711FMOacPCwty6njh//nye55M//vjDoSw/Pz/T67l06VKn1yJmxkrwtcBSzqd79+75vtyQG7PBJGfsu3WyWCzGgQMH8k2XnZ1tNG3a1GE9zARRDePqQ5BGjRrluj3MsH9Q6+/vb3z11Vem0uasg7OXEPILfheUs/20dOnSpsexcHZ8tVgsxtatW/NNW9iBpZzP4MGDTY0xd+nSJaNKlSoOxwIzXZqdP3/eCAsLs0nbsGHDfF92u9bJkycdulFs1qxZvucq++2Y8wkJCXF5PBRnXZqvXbvWpTxyeOM6viDXRd48FxTE4MGDbcpr27ZtnstnZ2fb/M4DAgIcXr5ZvHhxnnk468Ysr652s7OzHcZbkWQMGjTIVHf5ly5dMlq2bOl0386Ps3uenM+jjz7q0rVgDleOXXv37nU6ZuGdd97p0tiXBeGr2793796mtsGxY8eM6tWrO6Q307Xan3/+6bBfdunSxaVrlV27dhnlypWzyePmm2/ON5037z8Nw73jo/14z9WqVXN5DOmXXnrJoc6u3LugZCKwBMCUv/76y+nJszD7ia9atapDec4Gob1WUQaWsrOzTQ2cm/MpVaqU0aZNG+OBBx4wvvzyyyLpnzsvrt70v/vuuzbLBwcHu3wxUpSc/RbCw8Nd2u7Lli1zyOO5557LN93HH3/scPNqNthwrWPHjjm0espv4GdPB5Z69+7tUp3tHx5KV98YdKd8M5xd2JcqVcrU22Y59u3b55DH6NGj8003evRoh3QfffSR6XINwzAmT57sdLt7M7D08ccfm84jt37sS5cubezbt890PjfffLNN+oCAgHxvSDMzMx32czM3g87YD7RbpUqVQn0Z4Ndff3XYZq4OHGwYVx/0V6pUySaf/FoU5BZYMvugPof9GB9mvrNLly45vB1qsViMX375xaWyzXJ2jnZ1PZ0Nety1a9d80/liYCksLMw4ffq0W/UoqOzsbKNjx4429THz9v3KlSsd1qNLly4uPTDcuXNnrkH8/Bw8eNCh5Y47geeMjAyHANmQIUNczscVzlo1mmn5fK2HHnrIIY+RI0fmm64oAkt169Z16QGiswfmn3zySb7pnn32WZs0ZcqUcWkMyRzOghv5PeTPLbD03nvvuVy+/fVGw4YNXc6jKHkysOTNc0FB/Pe//3U4X+bVSnP37t02y3fv3t34/PPPbeY9/PDDeZY5bNgwm+VbtmyZ5/I//fSTw3apXbt2vi/CXeuvv/5yaFFqsVjybO1iGLkHNjp16uR2zyFmj10rV650CDhLMp588km3Alru8sXtX7FiRZdaaznLp2rVqnm2xjQMwxg1apRNmmrVquXb6t2Zr776yqH8/MYO9eb9p2G4d3z88ssvHcrLq2WVvStXrjgEUhs1alSkv3f4JgJLAExx1nxWyvsNpoJy9vbNf/7znzzTFGVgyTCuNqG3fyDpyqd9+/bGO++8U6C3gN3l6k3/K6+84nDB58uc/RamTp3qUh5XrlwxKleubJPHwIED80yTnZ3tMEj2mDFj3F6PCRMm2OTlbKDZa3k6sORKKyvDuLpP2L+VGxAQYJw5c8bl8s1wdmHvzsMH+24smjZtmufycXFxDl2jNG3a1FS3kNe6fPmyQ3do7q6Dq5xtc1dvEI4dO+b0d3P//fe7VJdPPvnEIY8tW7bkmcb+BslisRhHjhxxqdwczroIMrPfuKtfv342ZfXs2dPtvOzfHszvWO4ssBQaGupyKxb7lw0kGVFRUXmmcTaw9IMPPuhSuWadPn3aIZgQERHh0sMWw7gaELA/pkvKs+stw/DNwNL06dPdqoOn2P9mzDyUHTFihMN6bNq0yeWyc7tWy4/9ObhevXpuP7C0P2YFBQUV2lvtzlrUtmzZ0uVzVFxcnFG+fHmbfEqVKpXv9X9RBJbye9nMXmxsrMMxYeLEiXmmcXaOdqf7oBz2x/78jgvOAks33HCDWw/y7r//fpt8unTp4uZaFA1PHUO9fS4oiD///NOhvLxeQrm2K2Lp6n3P33//bTOvcePGuabPyspy2N/ze1nFWauLefPmubyuzl5Me/TRR/NMk1tgw9XWfNcyc+yaM2eOQ0sZf39/44MPPnC7XHf54vZ3J/DtLPibV9Dj+PHjDr1kfPrppy6XaxjO793ze2bgrfvPHO4cH9PT0x16mujbt6/puv74448O65zfszlcH/wEACakpqY6nZ8zSG9hcJZ3bvXwltKlS2v27Nn6+eef1bZtW5fTb9++XY899pgaNGigd99912aAa19TsWJFm+nz58/r6NGjXqqNe+6//36Xlvf391f79u1t5tkPwmxv9+7dOnLkiM28ggxoecstt9hMF/bgydfq0qWLWrZs6VKa0qVLa8yYMTbzrly5kudgwp7m6vcsXR3E/lqHDx/Oc/kNGzY4fA/jx4+Xn59rl1Zly5bVXXfd5VKawjR+/HhZLBbTy9evX9/pAPQTJkxwqVxnx8/89rUFCxbYTPfu3dvtAZJr1arl8Ftft26dW3nlJzY2VqtXr7aZ58ljRHR0tKKjo13K46677lK5cuVcSmO/z0j5f2f2g8lbLJZCGahYklavXq2srCybeffee69CQkJcyqdUqVJOjym//fZbgepX1CwWi/7xj394tQ4NGza0md6xY4cyMzPzTHPtQNiS1KxZM5cG9c7h6jFJkgzD0MKFC23mjRs3Tv7+/i7nJUmDBg2ymU5PT1dUVJRbeeXH2e/zwQcfdPkcFR4erpEjR9rMy8zM1Nq1awtSvQILCQnRqFGjXEpTvnx5h99gfseslStXKj4+3maeO7+lHPbHa3fOM66ep3PYX8f/+eefSkhIcDmf4qY4nwtatGihatWq2czL63ra/n+RkZGqXr26mjVrZp136NAhnTp1ymn67du3Ky4uziGP3GRkZDj8hqtWraqhQ4fmmiY3Dz74oAICAmzmubNtGzZsqBtvvNHldGZNnTpV48ePtzl3hYSEaPHixZo0aVKhleuML25/Z/eBZjzwwAMO85YvX57r8osXL9aVK1es0yEhIbr77rtdLle6en00cOBAm3nuHJuL4v6zIAIDAx3quGbNGtNl/u9//7OZDg4O1rhx4zxVPRRjBJYA+CxnN02GYXihJvm75ZZbtH37dq1Zs0b33XefKlWq5FL6ixcv6rHHHtPgwYN99iavc+fONtOGYejuu+/O9ebE19xwww2qUaOGW+muld/3Y38h6u/v7/QBrFn16tWzmU5LS9OBAwfczs8VQ4YMcSvdsGHDHOZt3ry5gLUxJzg42K3tbf89Z2VlKSkpKdflna2P/UNDswYPHuxWusLgzs147dq1babLlCnjEJDNT926dR3m2T/Mu5ZhGFq/fr3NvG7durlUpj37fW3nzp0Fyi8369evdziXFaTu9vWWXK97r169XC7Xfp+R8j4+JiYmOtSra9eubgcD87NhwwaHecOHD3crrxEjRpjK35c1aNBANWvW9GieSUlJWrZsmV577TXde++9uuWWW9SzZ0+1a9dObdq0cfg88sgjNunT09N1/vz5XPM/duyYYmJibOa5e5zt0qWLw4P1/OzZs8fhIWtB9tUKFSo4BOIL6zjj7Pd5xx13uJWXL/7+u3TposDAQJfTFfSarkaNGqpTp47L5eawP16fOHEiz3OdM3369HGrbPvr+OTkZN19992KjY11K7/iorifC/r27WsznVtgKTMzU7///rt1OjQ01BqEtw8O5ZbHqlWrbKZLlSqV5/XBjh07lJaWZjNvyJAhDgEKM6pWraoePXrYzDt06JAuXbrkUj69e/d2uWwzMjIydO+99+rFF1+0mV+1alWtW7fOK9fyvrr9nb1wlp/IyEiHF5zyune0Pza3adNGZcqUcbncHAW9Byiq+8+Ceuihh2x+H4ZhOASMnDl+/Lh++eUXm3l33XWXypcv7/E6ovhx/YgD4LoUHBzsdH5CQoIiIiIKpUxnN1oFuWAobBaLRb1791bv3r318ccfa//+/Vq/fr22bt2qHTt2aN++ffm+mbt8+XLdcsstWr16tVs3zIWpTZs2atu2rc2F1vbt29WoUSONGDFCI0aMUN++fXP9rXib/VuqZtlfHOf3EML+BtNisbj1dnWOjIwMh3kXL150Oz9XuBocyNGyZUuVKlXK5ve+fft2T1UrT3Xq1FGpUqVcTufsJighIUFly5Z1uvyff/5pMx0cHKwmTZq4XK7kvLWOt7jzkD80NNRmuk6dOi7f1NrnIeW9rx04cMDhYdjnn3+un3/+2aVyr3Xy5Emb6cLaz3J74OvOG+i5cbXu7hwfnbVwyus727Jli8Nb4927d3e5XLN27NhhMx0QEKDWrVu7lVedOnUUERGhCxcu5Jq/r2vXrp3H8tq+fbveeOMNLVmypMAtyePj43MNeNkfZ6WCrUfbtm1daj3rbF999NFHFRQU5HYdUlJSbKYL6zhj//usWbOmqlat6lZe7du3l5+fn02rem///r11TRcXF6c2bdq4VbYkpw8ML168aLoHCIvF4nb5N910k6pVq6azZ89a561YsUL169fXPffco+HDh6tHjx5uXUP5suJ+LoiMjNTXX39tnT5x4oSOHTvm8EB606ZNSk5Otk736tXLei0WGRmpd9991/q/lStXavz48Q5l2R8fO3funOt1sOR83Tt06JDPGuWuY8eONq0hDcPQzp0782w1Zc+T57oc8fHxGjp0qENLzWbNmmnZsmUFCjYXhC9uf3fvHf38/NS6dWubl8YOHDiglJQUp89/7I/N+/btK9Cx2f6eIiEhQZmZmaaPh0V1/1lQNWvW1O23364ffvjBOm/u3Ll65ZVX8nyGM2vWLIeedSZOnFgodUTxQ2AJgCm5vY0QHx9fpIGl4vJWhMViUfPmzdW8eXM99NBDkq4GCLZv3661a9dqwYIFud6IbNiwQc8884zeeuutoqyyKR9++KF69+5t0wVYWlqavvjiC33xxRcKDAxUx44d1aVLF3Xu3Fk33nijqlSp4sUa/z8VKlRwK539ReK1ze6dOX36tMPyu3fvdqvs3Lj69pi7Gjdu7Fa6oKAg1a1b16ZLwGtvwguTp75nSXkGgu2/g1q1arndPVKNGjUcAnHe4s4x1n7beSIPKe/tb7+f5cxzNt9dhbWfOavjnj17PFqGq3V3Z79x9vJDXt+Zs5Yprna16Qr7B/b16tVT6dKl3c6vadOmNsexogrwe4onrtUyMzP1r3/9Sx999JHHuu7N68G+s9+xs9aNZjlr3ZcXZ/vqwYMH3S7fmcI4zhiG4fCQrGnTpm7nV7ZsWdWqVcumi01v//49da7P77xr/xtISUkplGs6sy91lC1b1u2X7IKDg/X+++9r+PDhNq1mExIS9OGHH+rDDz9UmTJl1LVrV3Xu3FmdO3dWz549i829V26K+7nA2UP9lStXOgSWnHWDl6N3794KCAiw3sOsXLlShmHYvNCSlpbm8LA+v4CCs3UvyLHm2i778iojL55+LnH58mV169bNobeIPn36aOHChYU6LEB+fHH7u3vvKElNmjSxCSwZhqGLFy869IyQkZHh0Jo5Pj7e5daf+YmNjTX9HKOo7j894ZFHHrEJLMXFxen777/PtVu7jIwMffbZZzbz2rVrV6AeWVCy0BUeAFNq1Kjh9G3qM2fOFEp5GRkZTm+2Pd2NS1EKDAxU165d9cwzz2j79u3avHmzQ5PzHB988IFHH5B6SpcuXfTzzz/n2tVfRkaGNmzYoLfeeksjRoxQ1apV1axZM73wwgv59mNf2IrqDcyiCPoU1Vhj7nRlkFtaT1/s56aovmf77pEKsq08kd5TPLH9iuI7KM77mS/WvSi+M2fdLRXmA0v7fbSgD3/s65qenu7Q+sSXuTqGlr3MzEzdeeed+uCDDzw6HmReD1Dsv0PJs+el/PjivmpGYmKiQ+tAT//+vd19WlGd64tiPV35DRR0Px42bJi++uqrXMcXSklJ0apVqzRjxgzdfvvtqlSpkjp06KCZM2cWm66v7RX3c0HNmjUdHtY7G/vGPrDUv39/69+hoaE2D4EvXLjg0CL0jz/+cOhWLb/AkrNjdEG2r7NrAlf3wYLuI87Ktw8qdezYUStWrPBqUEnyze3v6XO0s/vHonrB0pVjc3Fq6dm7d281b97cZl5e3eH98MMPDoE8WivhWgSWAJgSFBTktJn3tm3bCqW8PXv2OH3YUJC3YHxN586dtXbtWqeDAKenp+urr77yQq3yFxkZqUOHDumZZ54xNZbUgQMH9NJLL6lp06YaPny4jh8/XgS19B5nF/nFlasDG+eV9vLlywWtjk+5ttWe5Lz1hisK0rXS9ag472fFue4FkZiY6DCvsLr6kByPOQU5nuWWvjgd19wZc+FaM2fO1I8//ugwv0aNGpo0aZK++uorbdq0SadOnVJ8fLzS0tJkGIbNZ82aNS6VaX+clQp2rHX1OFtc91Vnv0tP//6L02/fXSkpKU5/g95U0P1YkkaNGqVDhw5p0qRJ+T6Ez87O1vbt2/X000/rhhtu0H333efwgNHXlYRzgX2AZ82aNTYB/sTERG3dutU6Xb16dYfWJ/mNs2Q/XbZsWYdxuex5+ljjiW3riX0kv/y2bdumjz76yKPluMMXt39RlF9cz82+5OGHH7aZjoqKynVcKfvfelhYmEaOHFlodUPxQ2AJgGnO+iy+9iLWk5zlW6lSJdWqVatQyvMWf39/zZo1y2mzdfsBVH1JhQoVNGPGDJ09e1YrVqzQk08+qU6dOuX5wMcwDP3www9q06aNw+CPJYl9/8Rt2rRxeLhW0E9uTdU97dq+2gua1tkYOsWZ/Vt1BX2o4OyhO3LnrB/wxYsXe3Q/O3HiRJHUPTw83OPHiGnTphVK3QvC2QPMwhyg2P6YU5DjWW7pS9pxLTcXLlzQq6++ajMvICBAb7/9tk6cOKEPPvhA99xzj7p06aKaNWsqLCzMaRDH1dY5zt5eLsix1tXjrLPjTFxcnEf31blz57q9Prlx9rv09O//evjtly5dWn5+to9LhgwZ4vHjde/evYt83WrUqKEPPvhA586d08KFC/XII4+odevWeXbpm5mZqU8//VStWrXy+hhbrigJ54J+/frZTMfGxtp8B2vXrrXpqtt+ecm2BZPk2OrJ/r7z2jGacuPpY40vnmdr1KihDz/80KbnFsMw9Pjjj+vll1/2Ys18c/sXRfnOzs2PP/64x4/NBel619fde++9DtdYzoKl+/bts+meUJLGjBlT4AA9ShYCSwBMc3bjs3r1amVkZHi8LGeBhz59+ni8HF/g7+/v8NaIJK93HWdGQECAbrrpJr3xxhuKiopSYmKi1q9fr1dffdXan7e9xMRE3XHHHTp8+LAXalz47FtxFecWWvkNau1KWm93F+Fp9t1FFKRbhoyMjEJ9wF4SOWstWVz2Nfu6F0a/8L6oYsWKDvMK861T+320oNvYPn1QUJDbY524whfGXluyZIlDV08zZ87U448/7tLb4a52qeOsW56CHGtdTevsOFNYAWdPKleunEOAwNO/f3fHkyhO/Pz8HK5dist5xqzg4GANHTpU7733nnbt2qX4+Hj99ttvmjp1qjp37uwQWJOkc+fO6ZZbbimy7qgKqiScC/r06eOwT1/bwiivbvBydOnSxaaV8Pr166338HFxcQ7Bwvy6wZOcH6MLsn2dpfWFY83EiRP1+eefO3wHzz//vJ5++mkv1co3t78n7x0l5/ePxfkewFeEhIRo7NixNvO++eYbhxdwnAWbcsYPB3IQWAJg2uDBgx3mXbx40WnXKAVx7tw5LV261FT5JYWzwQ+9PTCyO4KCgtSjRw89/fTTWrNmjc6dO6eZM2c6XBQmJyfr+eef904lC5n9IJ8JCQk6efKkl2pTMO4G/zIyMhwevnl6MF1vs289+ffff7v9kPzPP/+0GUgb+XM2mO6ePXu8UBPXFee6F0TVqlUd5hXmeleuXNlm+vjx4wXq1mr//v020/l1BWvf3767ASJfeHhr/2Z7+fLl9cgjj7icz19//eXS8s5aqduPC+IKV39vxXVftVgsDoFc+zFCXJGcnOxwHWOmK+SSwP43cPjwYZ/rHs+TypYtq8jISE2bNk2bN29WdHS0nnnmGZUuXdpmuXPnzun111/3Ui1d4+1zgSeEh4erffv2NvPyCiw5CwoFBASoV69e1unk5GRt2rRJ0tUXRe3HzjMTWLLftlLBjjX221bynWPNmDFjNG/ePIfeOWbOnKlHHnnEK9fxvrj9C/LiqP1LtRaLxWn5oaGhDq2WisO52dc8/PDDNi3xkpOT9eWXX9pM2w/NcOONNzqMzwQQWAJgWr169WwuSHN4uo/hTz75xKY5v3T17cs77rjDo+X4EmfdvXi6j2hvqFixov7v//5PmzdvdmjK/vPPP5fIm3NnQcLly5d7oSYFt337drfSORsjzf6GuLhz9j1v3rzZrbzcTXc9a9WqlcODrhUrVnipNq4pSccIV3Ts2NHhvLZhw4ZCK8+++94rV65o165dbuV18uRJXbhwwWZefsc0+67/3O3u8ujRo26l86RTp07ZTHfu3NmtsY5yHmKa1b59e4c3xN09XiYkJOjgwYMupSnO+6r97//06dM6f/68W3lt377d4aFzSTun58b+N5Camqq1a9d6pzJeULNmTc2YMUO//vqrw774ww8/eKlWrvH2ucBT7AM9f/zxh1JTU3XmzBmbYEKzZs1UrVo1U3nkvDRgH5iqWrWqWrRokW+dnHWTX5Dxl+27wrdYLE7L8JZhw4ZpyZIlDkGNDz74QOPHj1dWVlaR1scXt7+7947Z2dkO+2XTpk1zbQ1of2w+fvx4sejtxZc0atTI4Zhw7XO9b775xqEV2cSJE4ukbiheCCwBcMk///lPh3lr1qzRvHnzPJJ/dHS0XnvtNYf59913X4nuy9XZzb6zN2WLq8aNG2vChAk281JSUnTs2DEv1ajwOOt+wv5tn+Ji8eLFbqVbuHChw7wuXboUsDa+pWvXrg7zvvnmG7fy+vrrrwtanetO6dKl1aNHD5t5Z8+e9emx6XI4O0Z8//33Di9UlDShoaEODyg2b96sI0eOFEp53bp1c5i3YMECt/KaP3++qfyvZd9S19XWOtLV1p++EHi2b0HtTtdEFy9e1Jo1a1xKExISopYtW9rM+/nnn90aZ8mdfaxbt24O155Lly4tFgOHe/v3bx9ELuoHrp5Skq7pCqJnz5669dZbbeYdO3bMoYtMT/LUb8jb+4Kn2D8ATk9P1x9//GGqG7zc8shJa5+HszGanGnXrp3DSz6LFy9267s6f/68w1gujRs39omu8K510003acWKFQ4vTH7++ecaOXJkkXZf64vbf82aNW51h7dy5UqHF3Dyunfk2OwZ9q3Prx1T6X//+5/N/yIiIjRs2LAiqxuKDwJLAFwydOhQdejQwWH+P//5zwJ33WYYhh588EGnAwR7s//iorB69WqHeTfccIMXalJ4mjRp4jCvIP0w+6rOnTs7BAWd3fgVB5s2bdK+fftcSpOenm7TjF66+nDATJcaxUnr1q0dftMLFixwuY/vP/74w+W3+HHV7bff7jBv2rRpRV8RF9WoUcPhDefjx49r7ty53qlQERo6dKjNtGEYevPNNwulrH79+jm8Yf/ll1+6PLD0lStXNHv2bIf5AwYMyDNd48aNbaYPHz7s8jnv66+/LvBA855gH1xx53rvgw8+UFpamsvp7rrrLpvplJQUffDBBy7lkZmZqXfeecflsgMDA3XzzTfbzLt8+bLeeustl/MqajfddJPDvI8//tih5VF+EhISHF6aKFWqVL7jnto/dC2u4wjedNNNDg9uv/322+vyzfiivo731G/I2+cCT+nWrZtD642VK1ea6gYvR4sWLWxaM23btk179uxxaBlr9prd2bHg3Llzbr2Y9vHHHzsE/4tq27rqxhtv1KpVqxyCLvPnz9eQIUPcOte5wxe3f1pamlsBHmf71sCBA3Nd/rbbbnOY9+6777o8luP1bvDgwapbt67NvP/973/asmWLw7hrEyZMcKu1Oko+AksAXGKxWDRr1iyHt8jOnz+v/v37u30yNwxD999/v3755ReH/82cOdNpH8LetHbtWo/15RsbG+vwRohU8saUOnv2rMM8X/tePSEgIEBPPfWUw/wJEyYoJibGCzUqmMcee8yl5V9//XWdPn3aZt7tt9+ea7ccxZn94KVpaWl66KGHTL8pmJSUxACoBTBhwgSHcXv++OMPzZw500s1Mm/KlCkO85588skC9U1fHEycONGhi7jZs2fr119/9XhZ1atXdwhknT9/XtOnT3cpn//+978OD5G7d++utm3b5pnOPnh45coVl1p3JyQk6KWXXjJf0UJkf/zeuHGjSw9l9+3bp1dffdWtsp09yHjppZdcerD/yiuvOB07wgxn++rrr7+uP/74w638ikqnTp0cXgTbs2eP0+vNvEyZMsXh2n7EiBH5jptoP6h8fHx8sWjpZa9SpUp64IEHbOZlZWVp1KhRSk1N9VKtvMP+Oj638U88xf435E6rT8n75wJPyRnH9lorV660aaltP46SM9e2RsrKynJ6jHPlZbCHH37YYd6TTz7pUms2Zz2WWCwWp3n7io4dO2rt2rUO16HLli3ToEGDiiyY7ovbf9q0aS4d79evX+/QirBq1apOXyDL0bJlS4fgUmJiosaMGePyCxTXMz8/P4fu7RYsWOBw/enn5+dwLgRyEFgC4LJ27drp5Zdfdpi/a9cu9e3b1+W3+BITEzV27Fh9+umnDv+77bbbfPLB6+bNm9WmTRsNHTrUoT9iVyQmJmr48OE6d+6czfygoCCfa2r89ttvOwzgbVZiYqLD2/hhYWGqXbu2B2rmeyZOnKiaNWvazDt58qQGDhzoEHQxKyYmRs8995zb34G7Vq1apeeee87UssuXL3f6INRZF5olwT/+8Q+H7/nXX3/V2LFj8x0/LD4+XoMHD3a5RRj+n+DgYKcPRJ599lm9//77bue7YsUKTZo0qSBVy5ez1r8JCQkaOHCg27+Jy5cv64033vDprkDCwsIcgtWGYeiuu+5ya9ySCxcu5Pnw5F//+pfDvLfeekvfffedqfx/+eUXp7+xJ554It+0AwYMkJ+f7a3W9OnTTb3hn5aWptGjR7vcArKw9OzZ02Y6KSnJ9EPZEydO6LbbbnN7TMXKlSs7XAempKQoMjLS1JhJb7/9tssPkK/Vtm1bhzE+MzMzNXToUP3+++9u5Zmenq6PP/5Yb7/9ttv1MmPy5MkO85588kmtW7fOVPrPPvtMH374oc08i8XidL+yZ9+FoXT1gWtx9Mwzzzi02tuxY4eGDh3qdrAsOjpajz76qPbu3euJKpoybdo0RUVFuZX21KlTWrRokc28pk2bqlSpUp6omlP2v6G9e/c6jPdmljfPBZ5k30Xdjh07dObMGet0ly5dHFp62bMPGv388882040aNXK4ts3LoEGDHFqznThxQqNGjTLV/WhcXJxuv/12h3P5rbfeqkaNGpmuhze0bNlSv//+u8P97Jo1a9S/f3/Fx8cXeh18cftfvHhRd955p6nzfk5d7U2cODHf48uLL77o0Bpx2bJlGj9+vNutxvbt26d77723WL4I4a4JEybYtMzNyMhwOC7cfPPNDi2bACsDANz0j3/8w5Dk8AkMDDSee+4549y5c3mmT01NNb766iujevXqTvNp3769kZiY6FKd6tSp45BPYXj11VdtymjevLnx2muvGX/99Zep9BkZGca3335r1KtXz+m6T5s2rVDqfa2xY8falFmnTp08l7/99tut6/rKK68YBw4cMFXO3r17jY4dOzqs4wMPPOCBtcid/W9h7NixbuUzdepUt35TGzduNIKCghzSVq5c2XjvvfeMlJSUfPNIT083fvrpJ2PMmDFGcHCwIcmYP39+nmnWrFnjUOaaNWvcWs/SpUtb/77vvvuM+Ph4p2mzsrKMt99+22b5nM+4cePyLTu38s3o1auXTZpevXqZSmdvzpw5DuUfP34833TLli1zug83aNDA+OKLLxy22dmzZ4333nvPqFKlinXZevXq2UwX5PfqCne3uT1PfQf2dZk6dWq+abKzs63HJvvPkCFDjF27dpkq+6+//jJee+01o2XLltbjXGE7cuSIUaFCBYd6h4SEGC+//HKu+9u1srKyjNWrVxsPPvigER4ebkgy3njjjTzTuPtbd8ad7yw9Pd3o0qWL02uHp556yoiNjc03j6ioKGPixIlGcHBwvnWfOHGiQ1kBAQHG1KlTjfT0dKdprly5Yrz11ltOj2lDhw7Nt345Bg4c6JC+c+fOxsmTJ3NNs337dqNz585Oj8Ou7KfufDe5OXTokOHn5+eQ53PPPWdkZmbmmu6bb74xqlatal2+XLlybp2fkpKSjPr16zukDQoKMp5++mmH65H09HRj2bJlRt++fW2Wd/a7M+PixYtOr9cCAgKMJ5980jh79qypfDZv3mxMnjzZuk0efvhhU+kKYtCgQU6PMe+9956RlZXlNE1qaqrx9NNPO/3O//Wvf5kq98yZMw7pq1SpYixevNjIyMhweT089Xt29do3x4IFCwyLxeJQj3r16hlffvllnvtBjqSkJOO7774zhg4dagQEBBiSjK1btxZKfZ1p3bq19Rj03//+14iOjjaVbsOGDUaDBg0c1n3GjBlu18WM7777zunxM79tlhtvngs8Zfv27U6vd3I+Zu4fT58+nWcekyZNcrleGzZsMPz9/R3y6tOnj3HkyJFc023evNlo1qyZQ7rw8HBTv09373ny4s4+Fx0d7XQfadOmjXHhwoUC1ccMX9r+1+4r3bt3Nw4dOpRr+hUrVhi1atVyyKNJkyZGamqqqXV/6623nP6OW7dubSxZssTIzs7ON4/Y2Fjj008/Nfr37289zsfExOSZxtv3n556zpFj/PjxeR4XfvrppwLlj5LNti8rAHDB7NmzFRAQoI8//thmfkZGhl5++WXNmDFDPXr0UI8ePVStWjVFREQoMTFRZ8+e1Z9//qnly5fn2ky8a9euWrZsWb5vXZnRpk2bAufRuHFjff/997n+f9++fXr66af19NNPq1q1aurcubNatWqlSpUqqWLFiipVqpQuX76sv//+W3v27NGqVatyfROmZ8+ePj2m1L59+zRlyhRNmTJFdevWVdu2bdW6dWtVqVJF4eHhCggIUGJioo4ePar169drw4YNMgzDJo+KFSsW6A3i4qBr1676+OOPNW7cOJv1j4mJ0aOPPqrnn39evXr1UpcuXRQREaFy5copKSlJ8fHxOnHihLZv366dO3d6dXyNF198Uf/3f/8nSfrkk080b948DRkyRB07dlRERITi4+N18OBB/fDDDzp58qRD+jp16hT6G9neNnDgQE2ZMkWvvPKKzfyjR4/q3nvvlb+/v3XfuHjxomJiYmx+D4GBgfriiy80evRom/T2b+DBOYvFoq+++ko9evTQ7t27bf63ePFiLV68WK1bt1bv3r3VsGFDVaxYUdLVFmMXL17Unj17tH37dre72CmIBg0aaN68eRo0aJAyMjKs85OTk/Xcc8/p1VdfVY8ePdS9e3dVq1ZN4eHhSklJUXx8vE6dOqUdO3Zox44dRfJGrCcFBgZq/vz56tSpk03XShkZGZo5c6beffdd9erVSz179lTVqlVVrlw5Xb58WefPn9euXbu0ceNGl95af+utt7R+/XqblgFXrlzR9OnT9dFHH2no0KHW83VcXJz279+vhQsXOm1dWqtWLX3yySemy37ppZf022+/2bw1HBUVpcaNG2vYsGHq3r27KlWqpKSkJEVHR2vVqlU258yGDRvq1ltv1X/+8x/TZRaGRo0aafTo0friiy9s5r/88suaO3euhg8frlatWqls2bKKjY3VoUOHtGTJEh07dsy6bJkyZTRz5kyHLlfMCAkJ0ffff6/IyEibFl/p6el67bXX9Nprryk8PFxVq1ZVamqqzp075/Cm9KRJk1S5cmVt3rzZOs++RVluKlasqCVLlqhHjx425V+5ckVvvvmm3n33XXXt2lU33nijatasqfLlyys9PV3x8fE6e/asdu7cqW3btnmlO9w5c+aoTZs2NvtacnKyHn30Ub3xxhsaNmyYmjZtaj1H7dq1S4sWLXI6jla7du1Md2lYrVo13XzzzTatlM6fP68hQ4YoMDBQtWrVUkhIiCwWi026Tz75xOlYrt52xx136MUXX9Tzzz9vM//48eMaM2aMnnzySfXu3VsdOnRQ5cqVFRISosTERMXHx+vo0aPWsWzcbbnnSVFRUYqKitLjjz+uxo0bq02bNmrZsqUqV66s8PBwSVfPkYcPH9aaNWscxtmQrh6bXO0q2VW33367KlSoYNMVY1RUlDp27KjQ0FBVr17dYfwr6WoPGs5481zgKW3btlWlSpVyHefOTBd2NWrUUJMmTXJt8enOmKjdunXT1KlT9cILL9jMX7NmjZo1a6Z+/fqpb9++qlGjhrKysnTq1CktW7ZMGzdudLhHzOl2vzj1alG7dm2tX79e/fv3t/l97dq1S7169dLKlStVvXr1Qivfl7b/1KlT9dxzzykrK0sbNmxQ8+bNFRkZqX79+qlGjRrKyMjQiRMn9NNPP2n79u0O6QMDAzVnzhyn+7YzkydP1v79+x16vtm9e7duu+021a5dW3369FG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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q2_df.mean(axis=1).plot.bar(ax=ax, color=colors['participants'])\n", + "plt.ylabel('Mean percentage of answers')\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "65701dab", + "metadata": {}, + "source": [ + "#### \"Which of the following aspects of the cohort call work well?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "234071eb", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "participant_mid_q3 = {}\n", + "other_answer = []\n", + "col = \"Which of the following aspects of the cohort call work well?\"\n", + "answers = [\n", + " \"Information on before during and after the call\", \n", + " \"Introduction and icebreaker led by the hosts\", \n", + " \"Talks by the guest speakers\", \n", + " \"Breakout room activities\",\n", + " \"Shared note-taking\",\n", + " \"Opportunity to get to know others\",\n", + " \"All of the above\",\n", + " \"Other\"]\n", + "for c in participant_mid_df:\n", + " participant_mid_q3[c], oa = get_mcq_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q3_df = pd.DataFrame.from_dict(participant_mid_q3)\n", + "participant_mid_q3_df = 100 * participant_mid_q3_df / participant_mid_q3_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "ec2adaa0", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c98aa04d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Side chats on twitter by members.',\n", + " \"I like the engagement feeling. It's not a webinar where one can fall asleep\",\n", + " 'Shared insights by the mentor on the answers shared by the mentee',\n", + " \"Wasn't the shared note taking on HackMD? It's also on gDocs?\",\n", + " 'Written breakout room activities',\n", + " 'Having spoken and written spaces',\n", + " 'Recording the call and making it available on YouTube',\n", + " 'Mentorship by mentors',\n", + " 'Love the trainings!',\n", + " 'calls are recorded so i can watch later (I am in an odd timezone)',\n", + " 'practice how to work with other people',\n", + " 'Learning from others ',\n", + " 'Providing recordings/notes of calls in a timely manner afterwards. ']" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4e180d6e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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7q3r16hZ8FVJKyv+xd9dhUaVvH8C/Q3eHIgh2oGJgt2uua7N269q5dqxirL3+Vl1jbXcVC3MxsTsRCwxUQEAERLrj/YOXkcPMwAw1gN/PdXldPmeec849M6eYc5/7icfNmzcREBCAkJAQGBsbw9bWFm3atIGWVsH+8eTn54cnT57g06dPCA8Ph5GREXr16pXre4qJicHt27cRFBQkPh5YWFigRo0aqF+/PlRUVPIV17t37/Dq1Sv4+fkhKioKIpEIxsbGsLKyQuPGjfO9/ReVT58+4f79+wgJCcGXL1+gp6cHCwsLNGzYEBUrVizQdaWlpeHBgwfi40ViYiJsbW0xcODAAl1PXqWkpIjjCw0NRWJiovg6onnz5gWybfv4+ODBgwcICgqCmpoaypUrh1q1aqFGjRoF8A4KTlpaGu7du4f3798jKCgIWlpaBXZs/14U5vkxU1Ee9/Pq2bNnePnyJQIDAyESiWBhYYGmTZuicuXK+V52YV/7f/z4EZ6envD390d0dDRSU1Oho6MjXkft2rVz/NuksHz+/Bmenp7i672UlBRoa2vD1NQUtra2sLe3535KRPnSzLYuKph8S1BJTk3BYc/zSoyISgMLbVNB+0tChHICoWKnT82OgvZJ70tKioSIqGBZ6PDcR0TFF49RRET5x6Q4JbCzs4Ofnx8AwNbWFr6+vgAAb29vzJ8/H2fOnEFysmTJXwMDA8yYMQOzZs2Ctrb0J9J9fX1RoUIFqa+NGDECI0aMkBnXhw8fYGdnJ3NZw4YNw969ewEAu3btwsaNG/HsmeSwHI0bN0bdunUlpvv5+WHp0qU4duwYIiMjpcago6ODrl27YsmSJXm68fzp0yfMmTMHR48eRUJCgsTrZmZmGDZsGBYuXAgjIyOFlr13717B57dnzx4MHz5c7vlFWdK3W7dujWvXrsk978WLF7Fu3TrcuHEDiYmyhyWwtrZGjx49MHbsWNSuXVs83dnZGUuWLMk1ruykxZmfz+Hly5dwdnbGmTNnEB8fL7WPoaEhnJycsHjxYtjY2Mi13OHDh2Pfvn3idua2HBERgd9++w379+9HRESExHxqamoYOHAgVqxYUSiJaJmSkpJw4cIFHDt2DFeuXMHHjx9z7F+1alVMnToVI0eOlDu5I/t3fPXqVbRp0wYJCQn4/fffsXPnTgQHB0vMJxKJ0K1bN6xevRrVq1dX6H2lpaVhy5YtWLNmjdT3pKqqik6dOmHRokVo3LixQsvOq/xsn8nJydi7dy+2bNmCp0+fIj09XWbf2rVro1+/fhg1apRciX+xsbHYuHEjdu/eDR8fH5n96tati/nz58PJySnHfTM3QUFBcHZ2xqFDhxAdHS3xup6eHgYPHozff/8dJiYmci1T1jHs5MmTWLNmDe7duyfxmZUrVw49e/aUurwLFy5g9erVuHXrltRzHpBxzB41ahTmzJkDY2NjueKMjY2Fm5sbjh8/jmvXriEkJCTH/vXr18evv/6K/v37Q1W1cIdYc3V1xdChQ8XHP5FIBGdnZyxatEhq/+TkZOzatQtbtmzB8+fPZS63SpUqmDlzJkaOHClXUrGs/SQ+Ph7Lli3Dvn37EBQUJJjH0NBQ6Ulx3t7eWL58Odzc3BAVFSW1j7a2Nrp3746lS5eiatWqCq/D3d0dc+fOhYeHh9TXM7eXQYMGKbzsgpSQkIC1a9dix44dMo+/HTt2xLp161CzZk2ZywkMDISdnR1SUlIAABUrVoSPj4/Cxx83Nzd069ZN3HZycsLRo0cVWkZWBXndIkthnh+Boj/u59W+ffuwbt06vHjxQurrDg4OWLVqFTp37qzwsgvz2j8tLQ27d+/G5s2b4enpmWNfkUiEmjVrolu3bpg+fbogsT378TArWX9TAcK/4bI7duwY/ve//+HOnTs5XksAQKVKldC1a1dMnTq1wBOciaj0G1jvJ0H70tu7CI0NV1I0VFr8UL65oP0s7JWSIqHipmG5OoL23Y+eygmEiKiAtbNpJmg/D3utpEiIiCTxGEVElH/5K79CBWbPnj1wdHTEyZMnZSYHREVFYfHixejQoYPUBJ+iEB0djW7dumH06NFSE+Jk2bJlC6pVq4bdu3fLvCkGAHFxcTh69Chq164NZ2dnhWK7dOkSatSogX///VdqQhyQUYXvjz/+QN26dfHqVfH/Ye/z589o164dOnXqBHd39xwT4gAgICAAmzdvxuTJk4soQvmkp6dj4cKFqFOnDlxdXWUmxAFAZGQkdu3ahapVq2L79u15XueDBw9Qt25d/PXXXzL3l5SUFPzzzz9o2LChQtuzombOnInu3btj3759uSbEAcCbN28wceJENGnSBO/fv8/zet++fYvGjRtj+fLlUm/4AxnfzenTp9GoUSNcuXJF7mVHRESgVatWmDx5ssz3lJqairNnz6JZs2bYvHlznt5DUbl//z6qVq2KMWPGwNPTM9eb2M+fP8fChQuxbdu2XJd94cIFVKxYEfPnz88xMQIAPD090bdvX3Ts2DHHY2VO7ty5g9q1a2PHjh1SE+KAjOps27ZtQ/Xq1XH//v08rSclJQWjR49Gr169cPfu3Vw/s0xhYWHo0KEDOnfujKtXr8o852X2Xb16NapUqYIbN27ItfwBAwagf//+OHLkSK4JcQDg4eGBwYMHo2PHjggNDZVrHXmxcuVK9O3bV3z809LSgouLi8yEuMePH6N69eoYP358jglxQMa+PnbsWDRs2BCBgYF5is/b2xv169fHypUrJRLilC01NRXTp09HrVq14OLiIjMhDsiojnj48GHY29tjw4YNcq8jPT0dkydPRseOHWUmxAHftpfBgweLE8mKWnBwMJo2bYpFixblePw9d+4c6tatm+Nxqly5cujRo4e4/f79e1y8eFHhmLKvY/z48QovoygV5vkRKPrjfl7Exsbi559/xvDhw2UmxAHA06dP0aVLF6xZs0ah5RfmtX9ERATatGmDX375JdeEOCDju3z58iVWrVpVqNd7iYmJcHJygpOTE27fvi3XefHdu3fYuHGjwtsYEZG+pi661mwtmMahUym/fqrQDj+U/3bTLSUtBSd8FL82pNLHQtcElnrfqpQER4fic+wXAICpthGGOPTA3l4rcWnYHjwedxzXR+7H8f5/YXGbiWhXoQlE4DhPRFQ8da3QFu1smorbKWkpOPXeXYkRERF9w2MUEVHBYKW4YuDo0aMYNWqU+MZJ5lCYhoaGCA0Nxb179wSJDbdv38bYsWNx+PDhIo0zPT0dw4YNg5tbxg+tIpEIderUQYUKFaChoYGAgAA8fPhQYr4lS5ZIvcllb2+PKlWqQE1NDe/fv8eTJ0/En0FqaiqWLFmCwMBA7NixI9fYrl27hu7du0skW9na2qJ27drQ1dVFQEAA7t+/j5SUFPj5+aFTp06YMmVKHj6JovHixQt07txZIsFBJBKhdu3asLW1hYGBASIjI/Hu3Tu8fv0aaWlpSoo2ZyNHjhRXGcwkEolQr149VKxYESkpKXj79i1evnwpfj0hIQFjx45FaGgoFixYoND63rx5gwEDBiA8POMpeWNjYzg6OsLMzAyxsbF49OiRIOnj06dP6NWrF549ewZdXd28v1EZsn8vOjo6qFGjBsqWLQsDAwMkJSUhODgYT58+FezrT58+Rdu2bfHkyRO5q3llCg0NxciRI/HhwwcAgK6uLho1agRLS0skJibi6dOngoS76OhoODk54cWLF7kO5RYbG4sOHTrg0aNHEu8rc8jUr1+/wsPDAyEhIUhLS8OkSZPyNeRoYTp06BCGDx8ukXSqqamJBg0aoEyZMtDU1ER4eDi8vLzkSmzMtGPHDowfPx6pqamC6XZ2drC3t4ehoSGioqLw9OlTwXIvXbqEFi1a4M6dO9DX15d7fT4+Ppg1a5Y4EVRbWxtNmjSBpaUlIiIixN9JptDQUHTs2BGXL1+Go6Oj3OsBMpI9d+3aJW5Xq1YNVatWha6uLj59+iT1fODj44NOnTpJJHvq6+ujQYMGsLS0RGpqKnx9feHh4SHed758+YIOHTrg9OnT6NSpU45xZd/fDAwMULNmTVhYWEBfXx8JCQkICAjAs2fPBOeMK1euoHPnzrhz506BDOOdKSkpCWPHjhUcA83NzXHq1Ck0bdpU6jxubm7o168f4uLiBNPLli0LBwcHmJiYIDY2Fl5eXnj79q34dU9PTzRu3Bj37t2DtbV19sXKFB4ejp9++kn8vWhoaKBhw4YoV64ckpKS8P79e/j7+yvwrgtOfHw8evbsKZGopa6ujrp168La2hqampoIDg7GgwcPxJ9ZSkoKpk2bhq9fv8qVaDNhwgSJxC4VFRU4OjrC1tYWSUlJ8Pb2xps3bwAABw4cULjibEFITExE165dxYlAKioqaNCgAezs7CRiBDKqDY4fPx4ikQhjx46VusyJEyfi2LFj4va2bdty3c+y8vf3x7lz58TtqlWrom3btgq+s6JTmOdHoOiP+3mRlpaGgQMH4vTp0wAyKgs2aNAANjY2UFVVhY+Pj+C6HADmzJmD2rVro0uXLrkuv7Cv/fv27YubN28Kpunp6cHBwQFWVlbQ1NRETEwMQkJC4OXlVWQPE02aNEmwLwEZCdAODg6wtraGtrY2YmNj8eXLF3h7exdqIjYRlX69arWHjvq3quLB0WG4/DZvD7vQ90tTVQNm2iaoYVIJHW1boLaZsDru3pfH4BsVoKToqDixt6giaL//mrFd/GzfGTOajYCuho7gdRNtQ5hoG6KKqS2c7DvjXbg/Vt3cjnsBT4ssZip5yuia4bfmE1DTrDLMdIyhraaF6KQYRCRE43X4B3h+9sYV33uISopRdqhUgmWc+4xRzbgSOpRvgdpm1QSv7/M6znMfyVRGzwxL2kxGLfMqMNc1gbaaJqISYxGREIVXX97D45MX3N/fQVQij1OUNzxGUW5UlDDSCFFpwKQ4JQsLC8OwYcOQnp6OVq1aYd26dWjYsKGgT3x8PJYuXYpVq1aJpx05cgSTJk1Cy5YtBX2tra3FN/lcXV0xa9Ys8Wtr166Fk5OTzFhyu4F+4sQJccLOsGHDsGzZMonhLcPCwgTJBGfPnpW4Kda2bVts2rQJ9vb2gul+fn749ddfcfz4cfG0nTt3omHDhhgzZozMuCIiIjB48GBBckPVqlWxZcsW/PDDD4K+X758gbOzM/766y/4+/vj999/z/E9K0t4eDi6d+8uSIjT1dXFjBkzMGnSJJibm0vMExUVBTc3N+zbtw9JSUmC16ZNmyYeQrJ///6CylCZ24s08g7dmZMtW7ZIJMQ5OTlh3bp1sLW1FUx/8eIFJk6cKKgI9dtvv8HR0VGhG/SDBg1CeHg4bG1tsW7dOvTq1UswLGJ6ejpcXFwwZswYcQLF+/fvsX79evz22295eJe5q1SpEoYOHYquXbuiXr16UFGRLNSZnJyMkydPYu7cueIb8v7+/pgwYQIOHTqk0PomTJiAsLAwmJqaYuXKlRg2bBg0NDQEfS5cuIAhQ4aIb8p+/foVv/32myDRSZrZs2cLEuI0NTWxaNEiTJ06VZBUmJqaiqNHj2Lq1KkICQnBuHHjFHoPReH+/fsSCXHly5fHkiVL0K9fP6lDVQcEBODYsWO5VjK8cuWKRGLEoEGDMH/+fKnDGV67dg2TJ08WV+x58eIFxowZg4MHD8r9fmbPno2IiAhoaGjgt99+w/Tp0yW+E1dXV0ydOhWfP38GkHHsGDhwIJ4+fSpzaO7sPDw8cP36dQBA165dsXbtWolh76KjowWfa1xcHHr16iVINqlWrRp+//139OzZU2Lo0k+fPmHx4sXi5IikpCQMHjwYnp6euQ537ODggMGDB+PHH3+UOXRkXFwcXFxcsGDBAnGioIeHBxYvXiw43+ZHeHg4evfuLf6sAKBGjRo4c+aMzGH5vLy80L9/f0FCXOfOnbFkyRI0atRIov+TJ08wdepUcYJIYGAgBgwYgGvXrsk9HKyzszOio6OhpaWFRYsWYfLkydDT0xP0yelcUZgmTpwoSIgzNDSEs7MzRo0aJZE4FB8fjy1btmDhwoXiirFLly5F48aNc0zkcXV1lUiIGzRoENasWSORBHX//n2MHz8eT548webNm+Ue1reg/P333/j69SuAjKqIa9euldgfHj58iPHjx+Px48fiaVOmTEGLFi0krr2AjOuymjVrwsvLC0BGUmZQUJBcCWAAsH37dkEy6rhx4/I9DGhhXrcU5vlRGcf9vNi6dSvCwsKgqqqKWbNmYebMmTA1NRX0ef36NYYOHYoHDx6Ip02ZMgVv3rzJ8fst7Gv/CxcuwN392xOxpqam2LBhA/r27Qt1dXWp87x8+RJnz56V+v05OTmhTZs2ADKSvbMmtd28eVPm30fZh6p+9eoVdu7cKW7r6Ohg1apVGDVqFHR0dLLPDiBjWz579iz27Nkj9XUiopwMrNdV0D7y9DxS01Nl9CYCdNW14frTFrn6xiXHY8eLQzjvK1+1bir9zHSEf/eExH7B7BajMcShh4w5hCqZlMfWbkuw+uZ2HHpxtjBCpFKgnL4lyulbCqaZaBvBRNsIFY1t0KVSK0xtOAyn3lzC308OIz5F+kgxRJl01bRxuOtfcvWNS0nArheHccGP5z6SzdqgDKwNygimmeoYwVTHCJVMyqNrlTaY0XQEjnu7Y/NDFx6nKEc8RhERFR0On6pksbGxiI+Px8CBA3H58mWJhDggo9LPypUrMXXqVMF0aQkZampqsLOzg52dHczMzASvmZmZiV+T9i/7zZ3sMhPiVqxYgb1790okxGWuI/MmdWJiIkaPHi14/eeff4a7u7vUm7K2trY4duwYJk2aJJg+ffr0HCspLFq0SJA8VrNmTdy5c0ciIQ7IuHG2adMm/O9//wMA8Y3l4mbSpEmCm75ly5bFrVu3sGTJEqkJcUBGNaSBAwfiwoULEjdTjYyMxN9z9hvGOW0TZcoIL/AV9fnzZ8ycOVMw7ddff8XRo0clEuIAoFatWrh8+bJgKLf09HSMGjVKItEvJ2FhYbC3t8fDhw/h5OQkkRgiEokwaNAgHDhwQDB9586dcg8BqYjZs2fjzZs3WLRoERo0aCA1IQ7IqHz0888/49GjR6hbt654+tGjRxUeRjUsLAxly5bF/fv38csvv0jc8AeATp064ezZs4LP59ChQzKH3ASAR48eYevWreK2mpoaXF1dMX/+fIkqe6qqqujfvz9u3LgBCwsLceW+4iIpKQn9+vUTJG41b94cT548wfDhw2UmiFlbW2Pq1Kl48eKFzCECY2JiMHDgQHFihEgkwq5du7B//36ZSVpt2rTB3bt3BdXDDh06JPewoUDGMU1VVRWHDx/GwoULpX4n/fr1w82bN2Fp+e2Hxrdv32LFihVyrydzGxk7diz+++8/iYQ4IKP6W9bz0KxZswRD9HXp0gVPnjxBnz59pCZvlS1bFtu3b8cff/whnhYWFpZr4upff/0FT09PzJw5U+ZnDWQkLIwePRoPHz4UnM+2bt2a4/Cc8nrz5g2aNGkiSIhr37497t69KzMhLi0tDf369UNsbKx4mrOzM86dOyc1IQ4A6tWrhytXrqB3797iabdu3ZI4vuUkOjoaGhoaOHfuHObNmyeREAdAZsyF6ejRo4JkEVtbW3h6emLatGlSK2lpa2tjxowZuHz5svhcl56ejilTpsispBofH4+JEycKps2ZMwf79++XmhTWuHFj3Lx5E82aZQwrVdTXEZnrmzFjBlxcXKQmiDZs2BA3btwQPDiRlJSUY2Jy1mNZSkqKILknJykpKdi9e7e4raWlhWHDhsk1b04K87qlsM6Pyjru50VmQtzJkyexcuVKiYQ4ICNp2d3dXXB89PHxyXGYz6K49j916pSg7erqikGDBslMiAMyKtTNmjUL3t7eEg8U6enpibef7Mc+a2trmdta9mS5zKp7mTZv3ozJkyfLTIgDMo6rEydOxKNHjzB48GCZ/YiIsqthURH1ygmvvw94cOhUyr/whEjsfemKERdnMyGOBAw0hddJTawdBAlxTz554bcrG9D38DR0OzAOo04uwG6PY4hN+vawl5qKKua1GovWdpK/fRPJS0ddCwPsf8K+bqtRwUj+CvlEsnxNiMQ+r2MY7T6HySZUIHTUtTG4Tncc7PMHKhlL3kMlUgSPUUREBYNJccVA5cqVsXPnzlyT0hYtWiS4cZfTTanC8sMPP2DevHly9XVxccGnT5/EbVtbW+zZsyfXyjV//vmnICEoLi5OkISTVXR0tOCGuaqqKg4cOCD15l5W06ZNw08//STHuyh6r1+/FgyNq6qqiqNHjwo+k9zkN5mtoGzZskVQwa9Ro0ZYu3ZtjvOoqanhn3/+EdzoDwwMVKhSmpqaGo4ePSozgTBTz549BUNG+vv7w8fHR+71yKt8+fIyE+GkMTY2FiQkpKWl5alqzL59+1CpUqUc+zg6OqJXr17idlxcHO7duyez/8aNGwWJg1OnTs11X6pWrRq2bJHvifSitG/fPvj5+Ynb5cqVw6lTp+QeqlYkEgkSy7Latm2buBIbkJEQNnLkyFyXqaenh8OHDwsqbq5bt06ueDJNnjwZPXv2zLFPlSpVJI6r27ZtkxhCNic1atTAxo0b5aoIFRQUJNim7ezs4OrqKldlul9//RU//vijuH3gwAEEBwfL7G9nZ5frMrMqX768OFEayKic999//ym0jOyuXbuGpk2bCoY2HTNmDM6dOwdDQ0OZ8x0/flyQONi3b18sXrw41/Wpqalh3759giGKFd1uFi5cKK6WVBykp6dj6dKl4raamhpOnz4t1/fbrFkzwbw+Pj44efKk1L4HDx4UDCncsGHDXBNEdXV1cfDgwUIZblseDRo0wJo1a3Lso6OjAxcXF0GSz61bt+Dh4SG1/7BhwwR9d+7cKTH8pzQnT54UXOv169dP4eG+laEwzo/KPO7nxZw5c3I9fxsYGGDOnDmCaTn9/VEU1/5Zz9umpqYKHbdEIlGBDo+dVda4AORYnVuagqjOTETfj+xV4m77PoHv10AZvYnkZ6JliB8rtEXXCm2ho8ZzE32jryH826eMfsbvbWnpaVh7exeGHp+Dk96X4B32Dr4RgXgQ+Az/u7sXPQ5OhE+4v3g+FZEKfv9hOnTV5atST9+HlLQUPP70Als9DmLGpVUYcnoW+hybjMGnZ2Hm5dXY/+I0wuMjBPPYGlrhr46LUEbXTPpCieRkrGWILnZt8KNdG2jz3EcyJKem4GHgc/z1YD+mnP8d/Vyno9vBcejnOh1Tz/+OfU9P4EtchGAeO6Ny2NZ1Ccrq5XyPiignPEYRERUMJsUVAzNmzJArMcDExERcmQTISDLIeiO3KMydO1fuvvv27RO0pVWSkkZVVRXLly8XTMs+/GamY8eOISYmRtzu3bu33Mlj2ddRXPz999+CijaDBw9G8+bNlRhR3mXfBpYtWyZXcpiBgYFE8qWsbUCaPn36SK1cJU32G8JPnjyRez2FqUGDBoJqenfu3FFo/saNG6NDhw5y9ZX3M0hISMDRo0fFbU1NTcyfP1+udfTp00ehxM6ikP2G+/Lly3NNqJXXpk2bxP/X09NTaFheGxsb9O3bV9y+ePGi3MlqGhoaWLhwoVx9e/Xqhfr164vbYWFhOHPmjNxx/vrrr1IrLEmzbds2QbXHxYsX51g9J7sZM2aI/5+UlITz58/LPa88unXrJngviu5vWe3ZswcdO3YUV0ZUUVHB2rVr8ffff+ea/L5x40bx/0UikULDuOrp6WHs2LHi9vPnz+Hr6yvXvDo6OpgyZYrc6yoKV69eFSQIDho0CHXq1JF7/okTJwqSTLJXccr0zz//CNrOzs5ynafKly+PX375Re54CpK8MVpbW0sMQSnrXKqvr48hQ4aI2x8/fpTreJB92NniOEx2doVxfgSUd9zPi8yqivJQ5DMoimv/rKKiosRDJRc3Rf03GhF9P9RV1NCnTkfBNJcn8l/D0/crLjkBwy7MFP8bcWE2Jl1ZjGX3NuG4zwVEJGZUy7bQMcXQmr2x5YdlqGpU9NWiqXiS9TDc/qen8Y/nSZnzfY4Jw7j/FiMq8dtvt4Za+uhfu6vMeej7stXjIH46MhYTLizB3mfHcSvgMd6E+yIgOhhvw31x8+MjbHr0L3q4TsC+ZyeQlv7tN3MzHWOsbjtLidFTcReXkoCRF2eL/41yn4Mp15bg9wd/4aTPRcG5b3CNXtjcdimqGNkpN2gqdv56sB8d94/CL26/YecTV9zwe4jXXz7gY1QwXn/5gOt+D/G/e/vQxeUX7HriKjhOmeua4I+O8t9Tpe8Lj1FEREWHSXHFQNeu8v8QkD3RpyhvuOjr66Ndu3Zy9U1OTsaDBw/EbTU1NfTv31/udXXu3FlQ5evDhw8ICgqS6Hfr1i1Be8CAAXKvw8HBQepQTsp2+fJlQbsk3GCWJiAgQFA1o0yZMmjfvr3c8w8aNEhQWeT+/ftISUmRa96Ssk+lp6cjJiYGnz59gq+vr8S/rPuAt7e3QssujM/g0aNHgpvPnTp1Uqgi0KBBg+TuW9jCw8Ph6ekpbhsaGip0/MjJ69ev4e//7UnoH3/8UepwlDlp27at+P+JiYmC42lOOnXqpFBi38CBAwXt7MfUnGQd5jg37u7u4v+rqqoqXEGnRYsWgoSymzdvKjQ/kFFxMTo6GkFBQRL7WlBQkGBbVnR/AzL253nz5mHkyJFITk4GkFFR7Pjx4xLDSEsTGxsrqELVsGFDhYcszbrdAPJ/Tm3bts2xgp0yZN1mgIwKZIrQ0dERDDkr7bPIfq1iYmKCTp06yb0OZRzTjI2N0blzZ7n7K7KPZx9G9u+//85x2dmH0qxbty6aNGkid2zKUhjnR2Ue9/OiadOmcp+/bW1tBUnMsj6Dorr2r169umCds2fPFlSwVZascQHAzJkzxecCIqKC1Ll6C5jqGInbkQnRcPO6qryAqMRIRzpC4r6I/wXHheJdpD/ufPLAjueHMPzCLJx+d0nc31LHDCtazIStfrkclkrfi/hkyQcRohNj8deDA7nO+zkmDPuenBBM+6laWxm96Xuz99lxfE2IyrVfUmoytni44I/7uwXTq5tVRMcKLQorPCrh0pGOkPgv4n+f48LwPtIfdz89wc6XhzHKfQ7+e//tXoyFjimWN5vBcx8J7Hziiq8Jkbn2S0pNxqYH+7H69g7B9JrmldClcqvCCo9KMB6jKC9EIlGp/kdUWHIuWUKFTk9PDzY28o8rb2xsLGhHRuZ+MVZQHBwc5B4C8uXLl4JhM+3t7WFgYCD3ulRVVdG4cWO4ubmJpz18+FAiCePRo0eCduPGjeVeR2b/ly9fKjRPYYqOjsbz58/FbV1dXTRs2FCJEeWdtO9GkSFEjYyMUKNGDXGloLi4OLx8+RIODg65zluzZk2511OU+1RSUhIuXryI48ePw8PDA69evZK7EszXr18VWldhfAYFsb8VF3fv3hXcRG/SpEmBDamWPemkfPnyclfsypR9X3n37h1atmyZ63z5/U4ePnwo13zW1ta5Dk+cKSEhAY8fPxa3bWxsEBYWhrCwMPkDRcYxIXOed+/e5do/NjYWbm5uOHXqFDw9PfH27Vu5E2sV3d/i4uLg5OSE48ePi6dZWVnhv//+E1Tjy8m9e/cECRQVK1ZUeLvJWmUUkO9zAoB69eoptJ6ikH0/MjExUfjzyHrd4evri7S0NMG+lf1apUGDBrkO85hV3bp1oampWagVvbJr0KBBrhUHs3JwcICWlpY4ofnZs2dISkqSWuXR3t4erVu3xvXr1wEA58+fh5+fn6BqaVbbtm0THEdLShJ/YZwflXnczwtFPgMg4/gbFxcHQPZnUFTX/gMGDMD69evF7U2bNuH69esYNWoUunXrpnAycUHp3bs3Zs2aJT4enDhxAtWrV8fo0aPRo0cPhT9zIiJZBtYTVvA88eIyElKSZPQmkl9iahK2PjuAlPRU9K6c8aCIrroOZjr+gslXnZUbHCldXHK8xLQr7+9JTZaT5vTrq5jc5Ftl6som5WGibYjw+KL7XZtKB9dXF9DYygGtyn/7vdypeidc/CD/Q55EmRJTk/D3cxekpqWiZ+WMSry66jqYXn8Upl1fquToqKQ6/PIcmljXRVu7b7+7963ZGed8bigxKiqJeIwiIio4TIpTsuw323Kjrq4uaBdlBQILCwu5+2avIlG1alWF11e9enXBjTFplSk+f/4s/r+Ojg6srKwUWkde4ipMnz9/FtxgrlatmkI36IuTgtoGsg6fJ28VN0X2q6Lap06dOoXp06fjw4cPeZpf0WS9wvgMsu5vAFClShWFYipO+9unT58E7YKsGvnx40dBe926dVi3bl2+lpk5FGduFP2Ms3+H8u5jipwPgoODBduUr69vvpMWcvs8du7cifnz5yM0NDRPy1d0f+vevbsgAa1u3bpwc3NDuXLyP7WVfbs5dOgQDh06pFAc2cm73SjyfRaV7J9HfiuQpaWlISIiQlAdK7/HNDU1NVSoUAGvXr3KV2yKUHQfV1NTg52dnTjG1NRUfPnyBWXLlpXaf8KECeKkuLS0NGzfvh2///67RL/ExETB8Jb6+vrFqhpoTgrj/KjM435e5OfvD1mfQVFd+zs6OmLatGn4888/xdOePXuGqVOnYurUqbCxsUGzZs3QrFkztGrVCg4ODkXylGG5cuWwevVqTJs2TTzt/fv3mD9/PubPnw8LCwtxXC1btoSjo6NCCa7yCAkJyfN5z9zcvFieC4hIyMrAAq0rOgqmHfD4T0nRUGm17+UxtCrXCGbaGdcLlY1sUc+8Jp6Eeik5MlKmqKRYiWlPP8v/d1BwTChCYr/AQvdbZfsKRtZMiqM82ff8hCApzt68CvQ0dBCTFKfEqKgk+8f7OFqWawjTLOe+uuY14clzH+XR7ifHBElxtS2rQV9DF9FSzqdEueExiogo/zh8qpIpUjlL2fT19eXum73KTl6GZcs+j7Sbg1nXo0g1ivzEVZi+fPkiaCt607I4KaptQJritl/9+eef6NmzZ54T4gAoPDRYYXwG2b9TRfe54rS/Fea+ln3ZBSE6Olqufvn9TuTdxxQ5HxT15zF9+nT88ssveU4MACQrruUme0W2pUuXKpQQByh3u1Hk+ywqRfF55PeYBhT9ca0gYsxpP+/Vq5cgYW737t1Sk6COHj0q+I4GDx6s8HChylIY50dl7r95URTXCIV53fe///0P//vf/6Su4+PHjzh8+DCmTp2KevXqwcbGBjNnzkRAQIDC8Shq6tSpcHFxkZp0GhISgpMnT2L27Nlo2rQpypQpg7Fjx+L169cFtv4tW7agVq1aefq3ZcuWAouDiApPv7pdoKry7aG5F8Fv8ezTGyVGRKVRUloy7n7yEExrYFlbSdFQceEXITmsfVicYhXWQ2OF13aGWsXv71AqGV6G+iAyMUbcVlNRRQVDayVGRCVdUloy7gY/EUxrYFFLSdFQafAi5C0iE779rqOmooqKxjxOUd7wGEVElH/FK3OESo3sCTwFUaEht2WUxrGmS/J7UsY2UBzdv38fM2bMEEyzs7PD/Pnz4ebmBi8vL4SHhyM+Ph5paWlIT08X/2vdurWSopaPot9Hcf7+CjK2pKSCH75I3qTI/H4nhfEdFeXncfToUUH1ICCjCuCyZctw4cIFvH79GhEREUhISBDsa+np6TKHiJRHt27dBO2+ffvi1KlTCi1DmdtNcaSMz6M4H6MyFfa5VF1dHWPGjBG3g4ODpW7L27ZtE7RLytCphYX7b9Ff902bNg1+fn7YunUrOnbsCF1dXan9AgMD8ccff6By5crYsGFDvmPKzYABA/Du3Tv8888/6N69u8yk+y9fvmD79u2oWbMm5s6dq3AyNhF9nwbU/VHQdnlyRkmRUGkXEB0saFvpWSopEiou3oX7SUxLSlVspIXs/TXVNPIVE32/0pGOz7FhgmnGWoo/QEaUVWCM8NxXVpeVtCnv0pGO4Jjsx6niUzCASh4eoyiTSCQq1f+Km/fv3+Pw4cOYNWsW2rRpAwMDA0G8dnZ2Ci/T19e3QD+zrCP6FJRr167lK6a8fC6FjcOnUqHIOjwZoPhQdNLmkXZTydjYGMHBwQW2jsKSmpoqVz8zMzNBuzCHzipsRbUNFHdLliwR3OgcM2YMNm/eLNeQWVFRUYUZmsKyf/6KfqcREREFGE3+FOa+ln3ZLi4uGDBgQIEtPyf5/U4KYx/L/nl07NgRFy5cKPD1AMDixYsF7WXLlmHBggVyXUznZ3/buHEj7O3tsWrVKgBAQkICnJycsGvXLgwdOlSuZWT/nFasWIF58+blOaaSzszMDEFBGdUItLS0EBcXV+B/FOX3mJbXefKjKM6lY8aMwe+//46UlBQAGQlwTk5O4tdfvnyJ27dvi9vNmjVDnTp1FI6rNFHmcb+4UMZ1n6GhIcaNG4dx48YhJSUFz549w927d3Hz5k24u7sLzu2JiYmYNm0aRCIRpkyZonBsitDW1saQIUMwZMgQpKWlwdvbG3fv3sWtW7dw8eJFwRDuaWlpWL16NZKSkrB+/fpCjYuISraWFRrA1thK3E5IScSxZxeVGBGVZqnpwt+w1FX48/H3LioxFsHRoSijby6epq8h/aEEWfQ1hZWlIxIKrzIylX6JKcIHk5hkSfmVksZzHxWshNREQZvHKcoPHqOIis61a9ewcuVKPHr0qETkaWhrays7hBKBleKoUFhYCLPU37xRfEiP7MMJZV8mAFhafntaNS4uTnwDXV6KxJU9iSnzZrE8sg8pJYulpaXgpv+bN2/kTqgrbopqGyjOYmNjcfnyZXG7YsWKcifEARDcNC0Osu5vAPD27VuF5s/LNlBYsg9t5uXlVWDLzv45FeX7VnRd2b/DwtjHiurzePv2Lby9vcXtVq1aYeHChXIlUsXHx+c7aXPlypVYs2aNuJ2SkoLhw4fLXZlImdtNcZT180hISIC/v3+hrgNQ/JiWkpKSr2Gx80LR7SIlJQW+vr7itqqqqkTyUnZWVlbo1auXuH3lyhXBZ7N161ZB//HjxysUU2nE/Vf5131qamqoX78+Jk6ciEOHDiEkJARnz55Fw4YNBf0WLFhQpEn6KioqsLe3x+jRo7F3714EBgbixo0b6Nixo6Dfhg0b8j2U6oQJE/DixYs8/ZswYUK+1k1EhS97lbiz3jeYUEKFxkxbmJgekVi8Htgj5bjp/1jQrmxSXu551VXUUN5Q+DvM52wVdIgUYZRt+F2eEym/eO6jgpa9gmVEArcpyjseo4iKjqenJy5evFgiEuJ0dHTQpUsXZYdRIjAprhRTZplJe3t7QWbqixcvFKrCk5qaivv37wumZb+pBQCOjo6C9r179xSKM/s6cmJgkO0iVoEbai9fvpSrn56eHhwcHMTtmJgYPHr0SO71yKOotgtp340iQ0NFREQIEpV0dHRQs2bNAouvKPj5+QmGVOvcubPcCXHv378XV0EsLopyfytsTZs2hYrKt1Pg3bt3C2z4u2bNmgnaFy8WXQWH/H4n0o6z+WVgYAB7e3tx29fXV+HkI3lkX+ZPP/0k97x3794tkKEKZ82ahZ07d0JVVRVAxnCC06ZNk6hgJ03Tpk0Fx2d3d/cSN3xiQSqK/Sj7tcrjx48VSnj39PREYmJi7h0LkKIxPn36FAkJCeJ2nTp1oKmpmet8WRNk0tPTsX37dgAZDyDs379f/JqpqSl+/vlnuePJi+JYNj07ZR73i4uiuvaXl6qqKrp06YKbN2+iXr164ukxMTFwd3eXOk9RbGsikQgtW7bE+fPnBeeptLQ0nD59Ol/LtrCwgL29fZ7+lbQHT4i+NwaaevixRmvBNA6dSoWpvkUtQTsw5rOSIqHixN3ntqDdvHwDuedtbO0ADVV1cTs8PhLvv34ssNjo+2KoqS8xrHNYnHwPpBPJUs/cXtAOig1RUiRUGhhp6aOcvvA4FRpb/JMrqPjiMYpI+TQ1NVGpUqV8L8fa2hofPnzI07/mzZsLlvXzzz9L5K8UhqlTpyoU561btwo9JkUxKa4Uy37Tsyhv3Kqrq6NRo0bidkpKCo4cOSL3/BcvXkRIyLeTeoUKFWBlZSXRr0WLFoL2wYMH5V7H06dP5U5WAySrVShSWerMGfl/sG7fvr2g/ffff8s9rzyKaruwtraGra2tuB0cHIwrV67IPf/BgwcFVfIaN24MdXX1HOYofrInThoaGso9b2GMAZ5fjo6O0NLSErcvXLigUKb8gQMHCiOsPDE2Nkb9+vXF7cjISBw6dKhAll2/fn3BUHp3797FixcvCmTZubl48SK+fPkid38XFxdBO/sxtaB06tRJ0N6xY0eBr6O47G+jRo3C4cOHoaHxrST+0qVLMWXKlByT3MzNzQWJG4GBgTh37lyBxVXSZN9mdu7cWeDryH6tEh4ertDQvso4pn39+hXnz5+Xu39e9/E2bdoIkln37t2LxMREuLi4CIa4HDFihFxJdvmhzOtZeSnzuF9cFNW1v6I0NTUxePBgwTRZFR6LclsTiUQYMWKEXHEREfWp0wHa6t+OUf5fg3Dzw+Mc5iDKu4aWdVDVuIJg2r1PT5QUDRUnDwKfISDqW4JkLcsqaFDWPoc5vhlWr5egfdOvYB8Apu9LhwrNoZrlQdcv8RH4EBmgxIiopHPkuY8KWKdKLaGqoipuh8V9xfsIHqcob3iMoqxEotL9r7hQV1dH3bp1MXr0aPz99994/PgxoqOjC+Q+lZqaGuzs7BT+p66uLlEYZdSoUfmORx5GRkYKxWptbV0kcSmCSXGlmJGRkaBd1EMxDh06VNBesWIF4uLicp0vNTUVCxcuFEwbNmyY1L69e/eGnp6euH3ixAk8ffpUrviyryM3derUEVf/AYBz587JNbTp58+fxRVW5DFu3DjBev7991+Fqz/lpCi3i+zbwG+//SZX5aOYmBisWLFCME3WNlCcGRsLSxq/evVKrvn8/PywcePGwggpX7S0tAQVgZKSkiS+J1mOHTsGT0/PQoosbyZOnChoL1y4UO6hjnOioqIiUWVpypQpClV3yqukpCQsX75crr4nTpyAh4eHuG1mZoauXbsWSlzjx48XVEnctGmTQknJ8sjr/vbo0aMCS4jM1KdPH5w5cwa6urriaZs2bcKQIUNy3A4mTZokaM+cORMxMTEFGltJ0aVLF8FTNw8ePMDu3bsLfD3Zz1NLliyRq6qpv79/oSR3ysPZ2VmuGAMCAiSuPxQ5l2Y9joWFhcHV1RXbtm0TTxOJRBg7dqzcy8srZV/PykOZx/3ipCiu/fMie5VeWYmcRb2tyRsXEdGAusJrdBfPs0qKhEqKKkZ2aFa2fu4ds6lqVAGzHH8RTHse9gq+UbyJS0Bqeho23ftXMG1Juykw0c75gbShdXuiifW3UTFS01Kx2+NYocRIpZ+JliFGOvQRTLv5kUmWBFQ2skXTsvVy75hNFSM7zKg/WjDtedhr+EUHFlRo9J0x0TbEL/WFoyrc8HuopGiouOAxiqjkGDZsGKKiovDkyRPs2LEDY8aMQf369ZVeuGfv3r2CvJQqVaqgZcuWSoyoZGFSXClWo0YNQbuoh3IaNGgQypQpI25/+PABo0ePzvVG7owZMwSJGtra2hg/frzUvgYGBhg+fLi4nZqaikGDBuVaverPP/+Em5ubHO/iGx0dHTRt2lTcDg4OxqZNm3KcJyYmBn379hVUVclNpUqVMGjQIHE7JSUFTk5OeP78udzLyGnYzaLcLiZMmCCoLHbv3j3MnTs3x3lSU1MxfPhwBAR8+9HVysoKAwYMKLQ4C0ulSpUESZtubm65Vo4JCwtD7969FdpmitKUKVMEw4tt2LAh133pzZs3gmSB4mLw4MGCpJuPHz+iZ8+ecifGpaen4/Nn6cPIzJgxQ1A16OrVqxgxYoRgGEN5+Pv7K1wtbNOmTTh16lSOfXx8fCS+k7FjxxbaDfnKlSsLKuIkJCTgxx9/VKjiJpBRtUdWVbesQ08DwL59+3Idgvj9+/f4+eefkZycrFAc8mjfvj0uX74MExMT8bQDBw6gV69eMreDoUOHonr16uK2t7c3evXqpXCyZmhoKI4fP563wIsJNTU1LF26VDBt/PjxeXpfly5dwvv376W+NmDAAEEl2IcPH2LBggU5Li8uLg4DBgxAbGyswrEUhMePH2POnDk59omPj8fAgQMFSZXNmzdHgwbyD3E0ZMgQ6Ovri9sLFizA48ffqtK0b98elStXViDyvFH29ay8lHncLy6K4tr/zz//RFhYmNwxpaamSlRMzL5NyZquyLb2999/w9/fX+7+APDPP//IFRcRfd/sLSvDwaqauJ2alorDniXzPEFCZlrGsNAxlfhnoilMMFJVUZHaz0LHFAYaetKXrW2M35pMxpZ2y/Bz1R9hrVdGar9M5fWtMLb2QPzRej70sywzMTUJf3n+m8OcVJxY6prCSt9C4p+ZjvABMjUVVan9rPQtYKSV89A7Z99ex6PAb79r2RpZ4d8+a9DUuq5EX30NXcxuPhqzmgurF7g8c+PQqYTyBlZoYS3/36cAYKJthD/az4WptpF4WlJqMvY9O1HA0VFhMdUyhoW2qcQ/Y61s5z6RitR+Fto5nPu0TLCg0ST81XYJnKp0yfXcZ6NfFmNqDcDalvOgr/HtodbE1CRsfbY//2+WSjxbQyu0sm2o0Dym2kbY1Hmh4NyblJqMXU+YDF4S8BhFREBGAY6suQ3FQXp6Ovbs2SOYVlRV4koLtdy7UElla2uLihUrim8E3717F4MGDcKQIUNQoUIFieQHa2triYoF+aGpqYnt27eje/fu4mkHDx5EaGgoNm7cKHHjx9/fHzNmzICrq6tg+vr16yWGLs1q2bJlOH78OIKCggAAL1++RNOmTbFlyxb88MMPgr7h4eFwdnbGX3/9BSDjwKZIssEvv/wiGAd55syZEIlEmDhxouCzS09Px6VLl/Drr7/ixYsXCq9nw4YNuHPnDnx8fABkDKPXrFkzzJo1CxMmTBDcdM0UHR0NNzc37N27F0lJSbh69arUZbdt2xbOzs7i9qxZsxAREYFWrVrBzMxM8D60tLQENzcVVaZMGaxduxaTJ08WT1uzZg38/f2xZs0a2NjYCPp7eXlh4sSJuHbtmniaSCTCzp07BUMRlhQaGhro2bMn9u/PuEhNTk5Gp06dsGvXLnTu3FnQNzU1FSdPnsTMmTPh6+sLkUgEExMThYbCLAqOjo4YP348tmzZAuBb0ubixYsxdepU6OjoiPumpqbC1dUVU6ZMQUhIiML7QWFTU1PDoUOH0LJlS3HSwo0bN1C/fn0sWbIEffv2lXrhExAQgOPHj2P79u1wcnIS7E+ZDAwMcPjwYXTq1ElcKWj//v14/PgxFixYgD59+si8qPr06RPOnz+PEydO4OzZsxg8eDC6dOki13vK/Iz79u2LRYsWYdq0aYJqZampqTh27BimTJkiSOirXLky5s+fL9c68mr9+vW4f/8+nj17BiDjmO/o6Ijp06dj3LhxEseDTPHx8bh9+zZOnz6NQ4cOITQ0VJAMncnKygotWrQQH6PDw8PRtm1b7NmzB02aNBH0TUxMxL///ov58+cjNDQUWlpaUFNTK/CqbI0bN8aNGzfQsWNH8TnKzc0NnTp1wn///QcDA+ENB1VVVbi6uqJZs2aIiooCkJHQVadOHcyfPx+DBw8WJCllFR4eDnd3d5w8eRInTpxAkyZN0Lt37wJ9P0Vt4MCBuHz5srhCXFJSEvr06YOBAwfi119/lZnglZqaimfPnuH06dM4fPgwvL29cfXqVVSsWFGir7a2Nv766y/07dtXPG3VqlUICAjA6tWrJYZvfPDgAcaPHy9O4DEyMpIYurcwZe7j69atQ1BQENasWYNy5coJ+jx8+BDjx48XJLBpaGgIqrzJQ19fH0OGDBEf7/38/ASvjxs3Lo/vQjFFed2SH8o67hcnRXHt7+zsjHnz5qF79+7o3bs3OnToIEg+zsrb2xszZszA/fv3xdOsra3Rrl07qf1bt24NkUgkrmr8xx9/QFVVFZ06dYKlpaXgaUA1NTVBGfitW7di4sSJ6NKlC3r37o3OnTujbNmyUtfj7++PhQsX4tixbz+K6+rqok+fPlL7U97Fh8chLU2ySnVipDBZNT0tDbFh0hOd1TTVoKkv+6GBlIQUJMZIH2o3LVlYVTwpOlHmerSNtaGiymcWi7uy+uZQyzIMUiYLPVNBW01FFTaG0s9HsUnxCI+X/wGoQfV/ErSvvnuAoKgQGb2pJFnXaj4sdSV/28nOTNsE+zqtk/qau98trPfYJXPeCobWqGD4M0ba/4y45Hj4RgUiKikacckJUFNRhb6GLmwNrGGiJVnpKyElEUvubYR/dJD8b4qUal/v1ShnYJlrP0s9M1wYKn27OeV9GQuv/Jnj/NPOrcC/fdaggnHGtVB5Qyts77EMQdEheB32HvHJibDQNUWdMtWgoSqspnDvoyf+uFPwFcCpcFjomAiG/8uUNSkNANREqiirZy51GXHJCYhMjJaYbqaTkeD2NtwP59/fwHW/B/gYLf3BRh01LfxYuQ1GOvSRWPeep8cQFMPzYkmxpuVcWOrId+7b3XGN1Ncu+d/Gn09kH0fsDKwxvKYThtd0QlxyPPyiAxGVGIO4lHioqahlnPv0y0kkuQAZ575lDzbx3FeCWOiaQk0k5TilYyRoq4pUYKUn/XeGuJR4RCRIHqfMdUywsfMCvPnii7Nvr+PKh3vwj5JeUV5HXQvdqrbDL/V/lkhG3+FxFIHR0h+sp+KFxygiKq6uX7+Od+/eidtqamolcoQ9ZWJSXCk3ffp0QUKSi4uLRLWETB8+fICdnV2Brr9bt25YuHChYDi/S5cuoWbNmqhduzaqVKkCVVVVfPjwAY8fP5YYWnPEiBG53nQ1MjLCgQMH0KVLF3Fiy5s3b9C+fXvY2tqiTp060NXVRWBgIO7duyeuCGRjY4MpU6Zg1qxZcr+fQYMGYevWreLhTFNTUzFt2jQsW7YMTZo0gZGREb5+/YrHjx+LE07U1NRw4MAB/Pjjj3Kvx8jICKdOnUKnTp3EFdNiYmKwePFiLFmyBHXq1EH58uWhr6+PqKgovHv3Dq9fvxaXzWzdurXMZbdq1QqOjo549CijtHxUVJTMijOtW7cWJKjlxaRJk/DgwQP8+++3p4sPHTqEw4cPo0GDBqhQoQJSU1Px5s0bqVXUFi9eXCJvDGdydnbGyZMnxck2QUFB6NKlC2xtbVGvXj3o6OggLCwMDx8+FCSMzZ8/H7du3cL169eVFbpMa9aswf3798UJF4mJiZg/fz6WL1+OJk2awNLSEpGRkXj06BFCQr79MLV161b0799fWWFL5ejoiH/++QdDhgxBYmLGDU1fX18MGzYMY8eORYMGDVCmTBloaGggPDwc3t7egkowTk5OMpfdrl077N27F6NGjRIv29vbG4MHD8bIkSNRt25dWFlZQU9PDzExMQgPD8erV68En5miVq1ahdmzZyMyMhILFy7EihUrBN9J1mNTJgMDA7i4uAgSGguDnp4e3Nzc0LFjR/HQpvHx8VixYgVWrFiBihUronr16jAyMkJKSgoiIyPh6+sLHx8fuYaqBoDVq1ejdevW4oSUV69eoWnTpqhWrRpq1aoFDQ0NfP78GQ8ePBAkwG3atAnLly8vlKFK7e3tcevWLXTo0EF80Xrjxg20bdsW58+fh7m5uUT/Y8eOwcnJSVwxMiAgABMmTMDkyZNRu3ZtlC9fHgYGBoiLi0NERATevHkjqK5Zmmzbtg1fv37FiRPfnvzOvJYxNzeHg4MDTE1NoaKigqioKAQFBcHb21uh6lw///wzxo0bJ0ga279/P1xcXNCwYUPY2toiKSkJXl5eePPmjbjP+PHj4eXlVaTH6bFjx+L8+fPw9PSEi4sLDh06JIjR29sbr1+/lphv48aNqFWrlsLrmzhxojgpLisrKytB4lNhKurrlvxQxnG/uCmKa/+EhAQcOXIER44cAZDxIFCVKlVgbGwMTU1NREREwNvbW/BDAZCReLxr1y6ZDwHZ2dmhd+/e4mS1zCHJpQ1LbmtrC19fX8G01NRUuLm5iSvoli1bFtWrV4eJiQm0tbURExODN2/ewNvbW+J9b9iwAaamwqQayr8bK24g/kvuQ/gmfE2A+6wLUl+zaV4eDUY7ypw38FEgnux6LPP1rF4eeYGXR6RXje6wthN0zXSlvkbFx+mRm1HeSHrCa1ZWBhZ4NO2o1NcOeZ7D1FMr5Fqfhqo6etVqL5jm8uSMXPMSZaejro2apvJV+fUO98HGJ/s4bCpJFZkYjV9O/4ZV7WfAsdy3vzEyq83JctzrIpZd34rU9JyrCFPx8fePy2QmkWRloWuKk06SfzcCgJvPNSy7tVnmvFVMbFHFZAgmOw5BdFIs3n/9iIjEKMQlJ0BbTQuWuqaoYmILNRXJa/gTr92x+xmrL5FsOuraqGEi37nvVfg7/PX0H577Spi9PVbmeO7JZKlnhrODtkt97fTrK1h0baPMeaua2qGqqR2mNRmG6MRY+IT7ISIhGrHJ8dBR14KlnhmqmthBXVXyOOXqdQE7PI7I/4bou8JjFBHJa9cu4UNNXbt2VVpxgJKKSXGl3MSJE/Hy5UuFq4MUpGXLlsHCwgIzZ85EUlKSePrz589lDgmqoqKCefPmYdmyZXKto02bNjh9+jScnJzE1XWAjKom2SubABkJcefPn8eDBw8Uei+qqqo4cuSIIKkDAL58+YIzZyR/nNbR0cG///6bp6SumjVr4uHDh+jbty9u3rwpnp6WlgZPT094enoqvMxMhw8fRteuXQXvoTDt27cPVlZWWLt2rXgIrfT0dDx69Eh8kzs7TU1N/O9//5M5fFZJUalSJbi6usLJyUmQcCNr2wQyquAsX74cbdq0KaIoFaOrq4tLly6ha9euuHPnjnh6XFwcrly5ItFfRUUF69evR79+/YpdUhyQkRBjbW2Nfv364ePHb0N4JCQk4Pbt2/la9qBBg1CtWjUMGDBAXPkRyLjRLu/xx9jYOPdO/69q1apwc3NDt27dEBERIfM7yWRubo7Tp0+jYUPFSsHnlY2NDR4+fIhx48bhwIEDgtfev38vc4jLrIyMjGS+1qxZM+zYsQNjxowRDIn6+vVrqYlCqqqqWL9+PUaPHi016aGgVKhQAbdu3UKnTp3ElfI8PDzQsmVLuLu7S1TJa9++PR49eoQBAwYIjpGpqalyH/8V2W6KM3V1dRw7dgxr167F4sWLBcluoaGhuHTpklzLyFoxUZotW7ZARUVFkACWlpaG+/fvC6pMZerXrx82btyI9u3bS7xWmDQ1NXH27Fl06tQJz58/zzFGIOO9b9y4EWPHjs3T+mrWrIk2bdpIJJqNHj26QKsL56aor1vyo6iP+8VRUVz7Z5XTNVUmY2Nj/Pvvv+jYsWOO/bZv346goCDcvXtX4Tiy+/TpEz59kv4UeSZtbW1s3LiR5e6JSKofq7eCic63CgFhsV9x4fWtHOYgyvA01Bt/PN6J+ha1UMu0Ksx1pFdVzSohJREPPz/DJf/beBD8tAiipJLsc0wYRpych5/tO6NvrS6obiZZlRsAUtJS8TDwGf5+eBiPP70s4iippNHX0IWDZfVc+8UlJ+DPB3tx6u3lIoiKSoqnYd5Y77EL9S3sYW9aFeba8p37Hn1+jssfb+Ph52dFECWVdPqauqhXtmau/eKS47Huzm4cf+VeBFFRScBjFBUUkUik7BCoiEVGRgpGHAE4dGpeMCmulBOJRNi6dStGjBgBFxcXPHjwAO/evUNUVJRCVVTya/Lkyfjpp5+wdOlSHD9+XJC4lpW2tjZ+/PFHLFmyBPb29gqto0OHDnj16hXmzJmDo0ePSn1/JiYmGDx4MBYvXgwTExOFk+KAjKSOO3fuYOnSpfj7778RHx8v0UdLSwu9evXC0qVLUbmyfJn+0pQpUwY3btyAm5sb1q1bh9u3b4srIElToUIF9OzZE2PGjMlxuRUrVoSnpydcXV1x+vRpPH/+HEFBQYiNjc1x+XklEomwatUqDBo0CM7Ozjh37pzUzw3IqFrl5OSERYsWwdbWtsBjUYZOnTrh0aNHmDNnDk6fPi1RHQTIqCj4ww8/YPbs2TKH9SpOjIyMcPPmTWzevBlr1qyRWqVKVVUVP/zwAxYvXoxmzZopIUr5NW3aFG/fvsX27duxbds2eHl5yewrEolQr1499O/fHyNGjMh12Y6Ojnj16hUOHTqEzZs34+HDhznuZyoqKnBwcECHDh3Qv39/1KtXT6H30qJFCzx79gyLFi2Cq6ur1Opnenp6GDRoEFasWCFz2LnCoqenh/3792P27NlYu3Ytzpw5k+uwulZWVmjbti169uyJbt265dh3+PDhqFGjBubOnSuzYpSWlha6du2K+fPno379+nl9KwopU6YMrl+/Lkgmff36NZo3bw53d3dUq1ZN0L9y5cp48OABzpw5gw0bNuDmzZviylOy1KhRA+3bt0ffvn3RvHnzQnsvRU0kEmH27NkYOnQoNmzYgIMHD+aaAKOvr4+WLVuia9eu6NevX64VmEQiETZv3owePXpg3rx54uFRs3NwcMD06dOVWpq6bNmyuHfvHlavXo1du3YhMDBQoo+qqio6dOiAP/74AzVr5v5jXU6yD2uuqqqKX375JV/LVFRRX7fkV1Ef94ujwrr2v3TpEtzc3ODu7g4PD49c/54pX748Bg4ciFmzZsl1vjMxMcHNmzfh5uaG48ePw9PTEwEBAYiOjhYkW2d38OBB/Pfff7hw4YJENVJpLCws8PPPP2POnDkyhw8nIhpYr6ugffTZBaSkyVdBmYq/4RflH7VAUXEpCbjkfxuX/DMe8jLSNICNfllY6phBX0MXmqqaSE1LRVxKPKKSYuAXFYiA6E9Ig+RvFVRydP53dJGv8+jL8zj68jxsDa1QxdQOFrom0NHQRmRCNIJjwvDkkxdiknKv2krfH9+IQOx5ehz1y9RENdMK0FKTPVx9Jr/IIJzxuYqTby5LHZKVir9R7tKrvheE+JQEXPl4B1c+ZvzmZqRpABu9sjDXMYWBhh40VTWQ8v/nvuikGPhFByIwOpjnPpLpfcRH7PQ4igZl7VHdrBK01XM/TvlGBOL06ys4/uqi1CFZqXjjMYqIiqODBw8KcirKli1b5CPsXb16Fc+ePYOnpydCQkKQmpoKExMTlClTBk2bNkXbtm3RvXt3qKurF2lcihClS8vOICpEycnJuH//Pnx8fBAWFobU1FSYm5vD1tYWzZs3h5aWVr7XER0djatXr+Ljx4+Ijo6GpaUlbG1t0aJFC2hoaBTAu8gQHx+PW7du4e3bt4iIiICxsTFsbGzQsmVLGBpKjvmeX9HR0bh9+zYCAwPx5csXpKamwsDAAOXLl0ft2rULfPjbwpJZgcvPzw+hoaFQVVWFmZkZKleujCZNmhRp9Zmi9vnzZ9y6dQv+/v6Ij4+Hubk5ypYtiyZNmsDMzEzZ4eVJeno67t+/Dy8vL4SEhEBfXx9WVlZo0qQJypbNfXih4igoKAj37t1DSEgIwsPDoaamBiMjI1SqVAl169bN1xBn0dHRuHfvHgICAhAeHo6EhATo6enB1NQUVapUQY0aNWBgYFAg7yM2Nha3bt3Cx48fERoaCmNjY9ja2qJNmzbQ1tYukHXkV1paGp49ewYvLy+Eh4cjIiICWlpaMDAwgJ2dHWrUqJHnhAF/f3/cvn0bQUFBSE5OhoWFBaysrNC8eXPo6+sX8DspXAkJCbh//z78/Pzw5csXxMbGQldXF8bGxqhcuTJq1KjxXQ299+HDB3h4eCA0NBRfv36FioqK+NhTvXp18RCNefX27Vs8ePAAnz59goqKCsqVK4datWopnLBf2NLS0nD37l28f/8eQUFB0NLSQrly5dCqVStYWOQ+fIQ83N3dBdW1evTogZMnTxbIsr8XRXncL44K69o/OTkZL1++xLt37xAUFITo6IwfnDOPBXXq1EHlypWL/AnK1NRUvH79Gm/fvhUn1KWmpkJPTw+WlpaoVasWatSoka9jVGGZc2eeskOgEm51s5WCtuWSlkqKhEqLz4tvCtpdTuT+UBJRTs712iNo196c80NXRLl5PvE/Qbvx3p+VFEnJJYIINgZlYa1vCXMdE+hr6EJDVR2JqUmISorFl7iv8Ap7h4hE6Q/alCb3hwuHX//pFKuAUP649RAOt1b3757KCaSEE0GE8oZlYWNQFha6JtDX1IWGqgYSUxIRlRiLsLiveBn6Fl8TSv9xynPsSUGbxynKr+zHKcqZ+eLSUwxBmtAl+Ru9q7Bdu3YNbdu2FbdtbW3h6+tbqOts2LChYESpuXPnYuXKlTnMkX/Z36c8rK2tMXfuXEyYMKFYVjRkUhwREREREUnVt29fHD367Yf58+fPo1OnTkqMiIgKC5PiKL+YFEcFjUlxVNCYFEcFjUlxVJCYFEcFjUlxVNCYFEcFjUlxiintSXEvJ55AaGhonuY1NzcvsEIBshR1Utzz589Rp04dwbS3b9/ma5RCeeQlKS5T165dsX//fhgZGRVsUPlUessxERERERFRngUHBwuqwlWqVElQNY6IiIiIiIiIiIiIiApfcazAVZC2bNmCJUuW5GnexYsXw9nZuWADUrJdu4RJo61bty70hLisDAwM0L59e7Ru3Rr29vawsLCAtrY2vn79ijdv3sDd3R2HDx9GQkKCeJ4zZ86gZ8+euHjxYoGO3phfTIojIiIiIiIJ//vf/5CcnCxuT5w4sdT/4U1ERERERERERERERKQsSUlJ2L9/v2DaqFFFU52zTJky2LNnD/r37w8tLS2pfRo2bIhBgwZh1apVGDlyJM6dOyd+7fr165g7dy7Wr19fJPHKQ0XZARARERERUfHy+vVrbNq0Sdw2MjLCyJEjlRgRERERERERERERERFR6Xbq1Cl8+fJF3DY0NISTk1ORrLt69eoYPny4zIS4rMqUKYMzZ87g559/FkzfvHkzPnz4UFghKoyV4oiIiIiIvmMJCQkIDg4GAISHh+PevXtYtmwZ4uPjxX1mzZoFQ0NDZYVIRERERERERERERESl1IQJEySSq+Rlbm5ewNEoV/ahUwcMGABtbW0lRZMzkUiEvXv34tatW/j06ROAjEp3u3btwvLly5UcXQYmxRERERERfcfu3buHtm3bynzd3t4eM2bMKMKIiIiIiIiIiIiIiIgok0gkUnYIhcrCwgIWFhbKDkPpPn78CHd3d8G00aNHKyka+ejo6GDKlCmYN2+eeNr58+eLTVIch08lIiIiIiKpbGxscOrUKWhqaio7FCIiIiIiIiIiIiIiolJr7969SEtLE7cdHBzQoEEDJUYkn86dOwvaz58/V1IkkpgUR0REREREYrq6uqhXrx6cnZ3x/PlzVKpUSdkhERERERERERERERERlVrp6enYs2ePYNqoUaOUFI1i7OzsBO2kpCRERkYqJ5hsOHwqEREREdF3rE2bNkhPT1d2GERERERERERERERERN+lK1eu4MOHD+K2pqYmBg0apMSI5KetrS0xLT4+HoaGhkqIRoiV4oiIiIiIiIiIiIiIiIiIiIiIiJRg9+7dgnbv3r1hYmKipGgUExYWJjHN1NRUCZFIYqU4IiIiIiIiIiIiIiIiIiIiIqJiSCQSKTsEKkQRERE4fvy4YFpJGToVAO7fvy9om5ubQ11dXUnRCLFSHBERERERERERERERERERERERURE7cOAAEhISxG07Ozu0a9dOiREpxsXFRdBu06aNcgKRgklxRERERERERERERERERERERERERSz70KkjR44sMdUBr127JlHlrkePHkqKRhKT4oiIiIiIiIiIiIiIiIiIiIiIiIqQp6cnPDw8xG0VFRUMHz4838t1dnaGSCQS/8utetvFixfx9OlThdZx//599OnTB+np6eJp1apVQ79+/fIScqFQU3YAREREREREREREREREREREREQkqYQUDSvxAgICkJKSIjE9ODhY0E5JSYGvr6/UZejp6cHMzEzude7atUvQ7tSpE2xsbOSev6DcuXMHS5cuRceOHdG/f3/8+OOPsLCwkNr348eP2LhxIzZs2IDk5GTxdHV1dWzZsgVqasUnFa34REJERERERERERERERERERERERFTEWrRoAT8/v1z7BQYGokKFClJfGzZsGPbu3SvX+hITE+Hi4iKYNmrUKLnmLQzp6em4cOECLly4AAAoV64cqlWrBiMjI2hrayMyMhJv3rzBmzdvJOZVVVXF7t270a5du6IOO0dMiiMiIiIiIiIiIiIiIiIiIiIiIioiJ06cQHh4uLhtbm6O7t27KzEiocDAQAQGBubar2LFivjnn3/QvHnzIohKMUyKIyIiIiIiIiIiIiIiIiIiIiIiKiLZh04dMmQI1NXVlRJL9+7dERoaips3b8LLywupqak59ldTU0OjRo0wduxY9OvXD5qamkUUqWKYFEdEREREREREREREREREREREVAyJRCJlh/Bd8PX1LdL1ubu7F9qynZ2d4ezsLHf/+vXro379+gCAhIQEeHl5wc/PD58+fUJ0dDSSk5Ohp6cHY2NjVKhQAY6OjtDR0Smk6AsOk+KIiIiIiIiIiIiIiIiIiIiIiIi+c1paWoIkuZJMRdkBEBERERERERERERERERERERERERUUJsURERERERERERERERERERERERFRqcGkOCIiIiIiIiIiIiIiIiIiIiIiIio11JQdABERERERERERERERERERERERSRKJRMoOgahEYqU4IiIiIiIiIiIiIiIiIiIiIiIiKjWYFEdERERERERERERERERERERERESlBpPiiIiIiIiIiIiIiIiIiIiIiIiIqNRQU3YAREREREREREREREREREREREQkSUUkUnYIRCUSK8URERERERERERERERERERERERFRqcGkOCIiIiIiIiIiIiIiIiIiIiIiIio1mBRHREREREREREREREREREREREREpYaasgMgIiIiIiIiIiIiIiIiIiIiIiJJIpGyIyAqmVgpjoiIiIiIiIiIiIiIiIiIiIiIiEoNJsURERERERERERERERERERERERFRqcGkOCIiIiIiIiIiIiIiIiIiIiIiIio1mBRHREREREREREREREREREREREREpYaasgMgIiIiIiIiIiIiIiIiIiIiIiJJIpFI2SEQlUisFEdERERERERERERERERERERERESlBpPiiIiIiIiIiIiIiIiIiIiIiIiIqNRgUhwRERERERERERERERERERERERGVGmrKDoCIiIiIiIiIiIiIiIiIiIiIiCSJIFJ2CEQlEivFERERERERERERERERERERERERUanBpDgiIiIiIiIiIiIiIiIiIiIiIiIqNZgUR0RERERERERERERERERERERERKWGmrIDICIiIiIiIiIiIiIiIiIiIiIiSSKRSNkhEJVIrBRHREREREREREREREREREREREREpQaT4oiIiIiIiIiIiIiIiIiIiIiIiKjUYFIcERERERERERERERERERERERERlRpMiiMiIiIiIiIiIiIiIiIiIiIiIqJSQ03ZARARERERERERERERERERERERkSSRSKTsEIhKJFaKIyIiIiIiIiIiIiIiIiIiIiIiolKDSXFERERERERERERERERERERERERUajApjoiIiIiIiIiIiIiIiIiIiIiIiEoNNWUHQEREREREREREREREREREREREkkQiZUdAVDKxUhwRERERERERERERERERERERERGVGqL09PR0ZQdBRERERERERERERERERERERERCldZ2UHYIherdLHdlh0ClFCvFERERERERERERERERERERERERUamhpuwAiIiIiIiIiIiIiIiIiIiIiIhIkkgkUnYIRCUSK8URERERERERERERERERERERERFRqcFKcURERERERETfuYa7nZQdApVwD0e6CtqicTWVFAmVFunbvARt0aAqSoqESov0A28FbVEHayVFQqVFunuAoC3qVUFJkVBpkH7ig6Btv6mrkiKh0uLl5DOCdpU/OikpEiot3s64IGjzvEf5lf3cR0RUGFgpjoiIiIiIiIiIiIiIiIiIiIiIiEoNJsURERERERERERERERERERERERFRqcHhU4mIiIiIiIiIiIiIiIiIiIiIiiGRSKTsEIhKJFaKIyIiIiIiIiIiIiIiIiIiIiIiolKDSXFERERERERERERERERERERERERUajApjoiIiIiIiIiIiIiIiIiIiIiIiEoNNWUHQEREREREREREREREREREREREkkQikbJDICqRWCmOiIiIiIiIiIiIiIiIiIiIiIiISg0mxREREREREREREREREREREREREVGpwaQ4IiIiIiIiIiIiIiIiIiIiIiIiKjXUlB0AERERERERERERERERERERERFJEomUHQFRycRKcURERERERERERERERERERERERFRqMCmOiIiIiIiIiIiIiIiIiIiIiIiISg0mxREREREREREREREREREREREREVGpwaQ4IiIiIiIiIiIiIiIiIiIiIiIiKjXUlB0AERERERERERERERERERERERFJEolEyg6BqERipTgiIiIiIiIiIiIiIiIiIiIiIiIqNZgUR0RERERERERERERERERERERERKUGk+KIiIiIiIiIiIiIiIiIiIiIiIio1FBTdgBERERERERERERERERERERERCRJJBIpOwSiEomV4oiIiIiIiIiIiIiIiIiIiIiIiKjUYFIcERERERERERERERERERERERERlRpMiiMiIiIiIiIiIiIiIiIiIiIiIqJSQ03ZARARERERERERERERERERERERkSSRSKTsEIhKJFaKIyIiIiIiIiIiIiIiIiIiIiIiolKDSXFERERERERERERERERERERERERUajApjoiIiIiIiIiIiIiIiIiIiIiIiEoNNWUHQEREREREREREREREREREREREkkQiZUdAVDKxUhwRERERERERERERERERERERERGVGkyKIyIiIiIiIiIiIiIiIiIiIiIiolKDSXFERERERERERERERERERERERERUajApjoiIiIiIiIiIiIiIiIiIiIiIiEoNNWUHQEREREREREREREREREREREREkkQikbJDICqRWCmOiIiIiIiIiIiIiIiIiIiIiIiISg0mxREREREREREREREREREREREREVGpwaQ4IiIiIiIiIiIiIiIiIiIiIiIiKjXUlB0AERERERERERERERERERERERFJEolEyg6BqERipTgiIiIiIiIiIiIiIiIiIiIiIiIqNZgUR0RERERERERERERERERERERERKUGk+KIiIiIiIiIiIiIiIiIiIiIiIio1FBTdgBERERERERERERERERERERERCRJJBIpOwSiEomV4oiIiIiIiIiIiIiIiIiIiIiIiKjUYFIcERERERERERERERERERERERERlRpMiiMiIiIiIiIiIiIiIiIiIiIiIqJSg0lxREREREREREREREREREREREREVGqoKTsAIiIiIiIiIiIiIiIiIiIiIiKSJBIpOwKikolJcURERAVMlOXKtHXr1rh27ZrMvsOHD8e+ffvE7Q8fPsDOzq4Qo1MeZ2dnLFmyRNy+evUq2rRpo7yASqA2bdrg+vXr4nZ6eroSoyEiAvbu3YsRI0aI23v27MHw4cOVFxARUSFSEamgskV51CxbCVaGFjDU1kdiShK+xkXhXag/Hvm9RFxSfIGuU01FDc0r10N547Ioa2iOmMQ4BEWG4MlHb/h9CSrQdVHRUxGpoHIZW9QsVxlWxlm2qdgovPvsj0cfniMusYC3KVU1NK9aH+VNrVDWyAIxibEI+hqCJ75e8AsLLNB1ERERFRc66lqobVkNtkZWMNDUg0gkQmxSHIKiQvAu3B8fo4KVHSKVMDrqWnAoWx12RuVgoKUHEUSISYpDUNRn+Hzxh3/kJ2WHSERERGBSHBERFUO+vr6oUKFCoa9n2LBh2Lt3b6Gvh4iIiIiISiYb47LoXa892ldvipZVGsBQW19m35TUFLh738Vf1w7g7Isb+VqvmZ4xlnSbhH4NusBUz0hqn9vvPLD+0j4cf+Ker3VR0bIxLYveDTuhfa1maFnNEYY6uWxTL27jr4v7cdbzWr7Wa6ZvgiV9pqBfkx9hqm8stc/tN4+x/uweHH94IV/rIuVRUVFBZSs71LStCitTSxjq6iMxOQlfoyPx7pMfHr15iriEgkm0NNIzhL1tVVSxrgATfSNoaWgiIiYKoRFf8Pjtc7z/5Fcg6yHlUlFRQeUydqhpUxlWJpYw1Pn/bSo2Eu+C/fHI51mBJ+9S6WZtUAa1LKvA3qIKallUQU2LytDT0BG/Hhj1GR33jSyw9TW2roOhdXuiefkGUFeVfUv0a3wk7n70xI5HR/Dmi2+BrZ8Kn41hGdQuUw21LaugdpmqsLeoDD1NXfHrAZHBaLtzWIGtr4mNA0Y06I2Wdo45blPh8ZG44+eBbfcP43XYhwJbPxUunveIiEofJsURERERFRFFqggSlQTXrl1D27Ztxe3FixfD2dlZeQEREWVTTt8CNc0qo4ZZJdQ0q4xqphUEN92CokPQ4+iEPC374UjXfMXW/ch4fIoJzdcyqHAdGLkGAxv9JHd/NVU1dKnVEl1qtcR/z65i9L+LEBL9ReH1drZvib3DfoelgVmO/ZpXqo/mlepj//3/MPaAc4FXqaOCd2Diegxs1k3u/mqqauji0BpdHFrjP48rGL1jPkKi8rBNObTC3rGrYWmYyzZVtQGaV22A/bdOYezu33jDr4SwMbdC7xZd0L5+S7Ss3QiGugYy+6akpsD98U38dWoPzj64otB61FTV0K5ec3Rr0gFt6jRBrQrVc+wfGBaMXecPYcvpffj8lee7ksTGzAq9m3RCe4fmaFmjYe7b1NNb+OvsPzj7+Gqe16mjqY16Fe3RsHIdOFaqjYZVHFC5jC1UVFTEfYZvnIl9V4/leR2kPA3L1cYvDX6GvUUVGGnL3p4KkpGWAZzbTUaHSs3k6m+sbYgfq7bGw8DnTIorARpZ18G4xv1Qy7IqjItomzLWNsDyDlPRsUoLufqbaBvip+pt8eDjcybFFXM87xERlW5MiiMiIiIiIiKiUqN+GXsMr9MLNcwqwUhLdgUmotxUtbSTOj3gazDehvjhc9QXqKmqoqKZDRysq0FVRVXcp1udtrgx4x+0Xj8Mn6PC5F5n66oNcXLcJmiqa4inpaWlweOjF96HBcBIWx/1bGrAXN9E/Prgxt1goKWLntsmIz09XfE3SkWmahk7qdMDwoPxNtgXnyPDoKaqhormNnCwrS7cpuq3w43fXNB6+SB8jlRgm6rRCCenb5Xcpnxf4n3IRxjpGqCebU2YG2TZplr0gIG2Hnr+bzy3qWLuwLy/MLBdT7n7q6mqoUujtujSqC3+u+uO0etnISQi9+2pUfV6OPf7vzAxMJJ7XeXMymDR4GmY3GM4Jm9ehAOXj8s9LynPgel/YmCrHnL3V1NVQ5f6bdClfhv89/AyRm+eixAFjlGbxyxFy5oNUcO6MtRyqLhEJVt1s4pobtugyNZnbVAGO3osQ3kjK8H0pNRkeIe+Q2hsOBJTkqCvqYuKxjawNixTZLFRwahpUQkt7RyLbH02hmWwp89K2Bpn26ZSkuAV8g4hWbapSqblYcNtqsTgeY9KkqxFF4hIfjzaEhFRsWNtbY0PH+R7esrV1RWzZs0Stxs3boxDhw7JNa+enl6e4iMiIiKi4quaiR2aWtdVdhhUynj4e2H3neM49+Im3od9lHjdysgCi36cgLGt+oqnVStTAUd/+R9a/TFErnWUM7LE8bEbBclLt3we45f9i/Eq+L14moaaOsa27Id1fWZBQ00dANDdoR2Wd5+KBaf+zOM7pKLm8eEldl93xbmnN/A+xF/idStjSyzqNQljf+gvnlbNqiKOTtmIVssGyrWOciZlcHzaZuE29foRftm5EK+C3omnaahpYOwP/bFu4BxoqGX07d7gByz/eToWHFmf17dIRaCqdQWp0wNCP+Ft4Ad8/hqakWhZtjwcKtaEqmqWRMumHXBj/TG0nuGUayU3c0MTqQlxiUmJeO77CsHhoYiMjYapgTEcq9aBmeG3JEtjfSPsn7sRFkam+N+xHXl7o1RkqlrJ2KbCPuHtJ198jvj/5F1LGzjY1RBuUw1/wI3fD6P1wn74LEeyJQAMbNUDRjlU5KHSLTElCZ9jwiSS1/LDWMsAO3ouR3nDsuJpn2PCsPHev7jocxtxyZJVUE21jdDKriF61PiByeAlXGJKEoKjwySS1/LDRNsQe51WCrbT4Ogw/Hl7H86/uYlYaduUjhHaVmyEXjU7IB3cpooznveIiEo/JsUREVGxo6amBjs7O7n6mpkJh3/R0tKSe14iIiIi+n4kpiQhJO4LbAzK5t5ZQc9D3mDBtf8pNE9IrOJDIFLRSk9Ph9uza3B224zH/i9z7BsUEYJxLs54GvgKWwYsEk9vWaUB+jl2weFH53Jd35Juk2Ciayhu337ngfZ/jkJiSpKgX1JKMjZd3Q//8E84OX6TePqv7Yfh75tH4B8eJO9bpCKWnp4OtydX4XxsIx5/eJFj36CvnzFu92946u+NLSOWiKe3rN4Q/Zp0xeF7Z3Jd35I+U2CiZyRu337zGO1XDkNicvZtKgmbLvwD/7AgnPx1q3j6r11G4u8rh+Afxm2qJPB4+xy7LxzGuQdX8f6Tn8TrVqYZldvG/jRYPK2aTSUc/W0bWv3aR+71RMfF4Mh1N7hcPYE7Lx8jISlBok/P5p3x53hn2Fpai6etH7cYzz+8wiWPmwq+M1IWj3cvsPvyUZx7cg3vg6Uk75pYYlHfKRjb6VuibrVyFXF01ha0WtBXor8iAsI+QU9bl4kDpUhyajJ8wv3xMuQtXnx+ixchb/H2iy/qla2Jvb1XFdh6fmszUZAQ9zDwOSb8t0RqMlymL/EROOHtjhPe7lAVqcjsR8VLUmoyfL744XnwWzwPfo3nn9/iTdgH1Leyx4F+awtsPc4/TBIkxD34+AxjTiySmgyX6UtcBFxfXITri4vcpkoQnveIiEonJsURERERERERUamSnJqM9xEB8A57B68wH3iFvYNPuD8cLKvj7x+X5L4ABSWlJuNTTM5Vdqjk+XnHdPh9USwZaOv1Q2hXrTGc6ncSTxvSuHuuSXGVLWwxrMm3YXsSk5MwfN8CiYS4rE49vYy9d09geNNeAAAtdU0s7joBo/5dqFDMVHR+3jgFfmGBCs2z9ZIL2tk3hVOjzuJpQ1r0zDUprrKlLYa17CVuJyYnYfi2ORIJcVmdenwJe28cx/BWvQEAWhqaWNxrMkbtmKdQzFR00tPT4XbvEpz/XY/Hb57l2DfoSzDGbZiLp++9sGXKCvH0lrUbo1+b7jh87XSO83/+Goo1R7Zim9u/iEuQnQgAACdvn8eNZ/dw83/HUdO2qnj6xolLUXNUWzneGSlLeno63B5dhvOhDXj87nmOfYPCP2PctgV46uuNLWOXiae3rNkQ/Vr8hMO33ORaZ/DXUDx+9xyP3j3HQ59nePj2GUIiw3B12UG0qdUkX++HiodTry7j8IuzSEpNLtT1tK/UDJ2qtBC334X7Y/zpxYhPSZR7GanpaYURGhWw4y/d4fLUrdC3qY6Vm6NLtVbits8XP4w+vpDbVCnC8x4RkXwiIiJw584dBAYGIiwsDGZmZihXrhyaNWsGIyMjZYeXIybFEREREREREVGp4eZzDcdeXyz0GyRU+imaEJdp87WDgqS4ttUa5TrPwIZdoab67We6457u8AmRrPSU3eoLu8RJcQDQt0FnTDi4NMdkOlIeRRPiMm123y9Iimtbs3Gu8wxs3k24TT28CJ/PcmxT/20XJ8UBQN8mXTBh7+Ick+lIeX5eNg5+nwMUmmfrf/+gXd3mcGrVVTxtSPs+OSbF3X/1BBWHNss1GS6r8OgIDFgxER5bzouHGqtRvgocqzrg0ZunCsVMRefntRPhF6pg8u75/WhXuxmcmnURTxvSupdcyQE1JrdHcC7D91LJF5UYUyTrmdp0qKDtfPUvhZKXqOQoqm3q15YjBO3f3DdymypleN6jEkUkUnYE35X379/j4cOHePToER4+fAgPDw9ER0eLX7e1tYWvr2+eli3K53f54cOHIhs17cmTJ1i6dCnOnj2LpCTJ3wU0NTXRpUsXLF68GHXr1i2SmBTFpDgiIvpuRUdHw8vLC2/evEFYWBhiY2Ohr68PExMT1KpVC3Xq1BH/cFtafPz4EZ6envD390d0dDRSU1Oho6MDc3Nz2NnZoXbt2jA0NMx9QYUgPj4eN2/eREBAAEJCQmBsbAxbW1u0adMGWlpaSomppImOjsbNmzfx8eNHhIeHw9jYGJUqVUKLFi2gra2d7+Wnp6fjyZMneP36NUJDQxEbGwszMzNYW1ujRYsW0NfXL4B3objIyEhcv34dAQEBiIqKQtmyZVG+fHm0aNEC6urqSompIMTExOD27dsICgpCaGgoVFVVYWFhgRo1aqB+/fpQUcn78AsxMTF4+vQpXr16hYiICMTHx0NLSwsGBgYoX748qlatiooVKxbguyk86enp8Pb2xvPnz/H582dER0dDVVUVurq6KFu2LCpWrIhatWpBQ0Mj3+vy9vbGixcvEBgYiJSUFFhZWcHR0RFVq1bNfWY5pKSk4MGDB3j//j1CQ0ORmJgoPj43b94838fCz58/w8vLC+/evUNERASSkpJgZGQEMzMzNGjQAJUqVSqQ91HYCnPfkOb169d48eIFPn36hMjISJiZmaF///4yz5cJCQl49uwZvLy8EB4ejtjYWGhqakJfXx82NjaoUqUKqlatmu8fP0i26KRYZYdA37knH70FbR0NbRhq6yMyPlrGHECvuu0F7T13Tsi1rlfB73Hv/VM0qegAANDT0kHHms3x37OrCkZNxdkTXy9BW0dTG4Y6+oiMy2GbcuwoaO+5cUyudb0Keod7Pp5oUrkuAEBPSxcda7fAfx5XFAuaioSiCXGZNp/eJ0iKa+vQLMf+YZHheVrPs/feuPXyIVrX+Vb1pG3dZkyKK8YUTQzItPncP4LkgLa1m8o1HxMDqKA0LFcbFY1txO1HgS/gEfRSiRFRSdfIug4qmXzbph4GPMejwBdKjIgKA897RJTVtWvXsHLlSjx69Ajh4Xn7G6g0WbVqFRYtWoTkZNkPHicmJuLkyZM4e/Ysli1bhtmzZxdhhPJhUhwREX1XXrx4gcOHD+PChQvw8PBAamqqzL76+voYPHgwZs6cWeySQ1xdXTF06FDEx2c8pS0SieDs7IxFixZJ9E1LS8Pu3buxefNmeHp65rhckUiEmjVrolu3bpg+fTosLCwKI3yBoKAgODs749ChQ4KnLDLp6elh8ODB+P3332FiYiJzOYcPH0b//v3F7eHDh2PPnj0KxzNz5kz88ccf4vZff/2FiRMnKrycTG3atMH169clpl+/fj3HhIjFixfD2dlZrnUEBgZi/vz5cHV1RVxcnMTrWlpaGDt2LBYvXgxjY2O5Y8/08eNHrFixAq6urggLC5PaR11dHe3bt8fSpUvh6Oio8Dry4v3795g1axb+++8/qRflZmZmGDp0KJYuXQpdXV3s3bsXI0Z8e8Jzz549GD58uNRlK9JXmqzfbevWrXHt2jW5571w4QJWr16NW7duyfxjw8zMDKNGjcKcOXMU+k49PT2xbNkynDlzBomJOT/Zam5ujvbt22Ps2LFo3bq14DVZ2+6SJUuwZInsYQmvXr2KNm3ayB1vTqKiorBmzRrs27cPAQE53wzU0NBAo0aN0KtXL0yfPl1m/LK+twMHDuB///sfHj9+LHW+OnXq4Pfff8dPP/2Up/fi7e2N5cuXw83NDVFRUVL7aGtro3v37li6dKncSXipqam4fv06XF1dcenSJbx9+zbH/tbW1pgwYQImTJhQ6AnSL1++xE8//SR4mq5bt244ePAgdHV1pc5TGPuGr68vKlSoIG4PGzYMe/fuBQDs2rULGzduxLNnkkORNW7cWOLJt3fv3mHZsmU4fvy41PNZVoaGhmjTpg1GjBiBHj165NiXiEqelDTJvzE01GQn6lsamKGuTXVxOzk1GbffPZF7fdfePBAnxQFAF/uWTIorZVKk/N2a4zZlaIa6tjXE7eSUZNx+I/06RpprXvfFSXEA0MWhNZPiSpknPsKb+jpa2jDUNUBkrPRr0fyuK2tSnJWpZYGvg5TvyXth8pE8ybtEBalPzU6C9glvdyVFQqVF39qdBe1jLy4qKRIqjnjeIyqdPD09cfEij/cAsGLFCixYsEAwTVtbGw0bNkTZsmURFBSEhw8fIiEhAQCQlJSEOXPmQCQSYdasWcoIWaaCfYSeiIioGPPw8EDt2rWxfPlyPHz4MMeEOCCj6tbWrVtRq1Yt7N+/v4iizN3KlSvRt29fcUKclpYWXFxcpCbERUREoE2bNvjll19yTYgDMiouvXz5EqtWrZKaBFDQ7ty5g9q1a2PHjh0yEwhiYmKwbds2VK9eHffv35e5rN69e6Ns2bLi9uHDhxEREaFQPImJieJkCADQ1dXFkCFDFFpGUTt79iwcHBzwzz//SE2IAzKqFm3YsAHNmjXDx48fFVr+6tWrUaVKFWzbtk1mQhwAJCcn49y5c2jUqBFmz56N9PR0hdajqEOHDsHe3h7Hjx+XmRwTFhaG9evXo2HDhnjz5k2hxlMQwsLC0KFDB3Tu3BlXr17N8embsLAw8Xdz48YNuZa/Zs0aNGjQAMePH881IQ4AQkNDcfDgQezYsUPu91BUnj17hho1auD333/PNSEOyPiD7NatW5gxY0aux/6sUlNTMWTIEAwePFhmQlxmPN26dcPIkSMVXv706dNRq1YtuLi4yEyIAzKqaR4+fBj29vbYsGGDXMvfsGEDfvjhB2zdujXXhDgACAgIwPz581G3bl14eHjI/T4UdeHCBTRr1kyQEDdt2jScPHlSakJcYe8b2UVHR6Nbt24YPXq03OfCAwcOwN7eHvv27cs1IQ7IqHB56tQprF27Nk8xElHxVtm8vKCdnJqMsJivMvvXsqoiaD8LeIO4JPmHKLzz3lPQtreqLPe8VDJULmMraCenJCMsOodtylqYQP/s42vEJSqwTb0VXgfYW1eR0ZNKqpTUFIlpGoVUZTv7unJK6KSSS2pCuHr+q3UTyauRdW1B+66//A8YEEnT2MZB0L7tV3i/k1DJw/Me0fdFU1Oz0EZZady4MT58+KDQP2tr60KJJZObmxsWLlwomDZmzBj4+/vj+vXrOHToEG7cuAF/f3+MHj1a0G/OnDk4f/58ocanKFaKIyKi70ZaWpqgLRKJUKFCBVSpUgUGBgZQV1fH169f8fLlS/j7+4v7xcfHY8iQIdDS0oKTk1NRhy2WlJSEsWPHCpK2zM3NcerUKTRtKr08d9++fXHz5k3BND09PTg4OMDKygqampqIiYlBSEgIvLy8FE4iyw8fHx/MmjVLvE5tbW00adIElpaWiIiIgIeHB0JCQsT9Q0ND0bFjR1y+fFlqJTJ1dXX88ssvWLp0KYCM723fvn2YOnWq3DEdPXoUX758EbcHDhwIAwODPL7Dwnf79m307t1bnOBkaWmJ+vXrw9jYGBEREbh//77g/bx69Qr9+vXDrVu3ch1eMC0tDSNHjsS+ffsE01VUVFC7dm3Y2dlBV1cXoaGhePDgASIjIwFkJFauXbsWISEhgm21IB05cgSDBw+WSD6qWLEiatasCV1dXQQFBeHBgwdITEyEt7c3unfvnq+Kf4XNx8cHnTp1wvv37wXT9fX10aBBA1haWiI1NRW+vr7w8PAQH8++fPmCDh064PTp0+jUqZO0RQPISNiZM2eOYJpIJIK9vT0qVqwIAwMDJCYmIjIyEq9fv4a/v3+hJzbmVXh4ODp27IjPnz8LppcpUwa1atWCqakpVFVVER0djY8fP+LVq1fip5UUNXXqVEFSdNWqVVGjRg1oaGjA19cXjx8/Fpxb9uzZg8TERBw4cCDXZcfHx6Nnz54ST56pq6ujbt26sLa2hqamJoKDg/HgwQNx0mtKSgqmTZuGr1+/5lpNMvt5T0NDA9WrV4e1tTUMDQ2RmpqK0NBQPH36VFAO3tfXF+3atcPjx48L/I/9rVu3YvLkyeL9V01NDZs2bcK4ceOk9i/sfSO79PR0DBs2DG5ubgAy9pM6deqgQoUK0NDQQEBAAB4+fCiY5+bNmxgyZIjEPlO1alVUqVJF/FlHRUXBx8cH7969k/huiKh0caovHLbykd/LHM+rNcsKj7U+of4yekr3LlT40EP25VHJ59RIWKnk0YcXOW9T1sLESJ/Pfgqt791n4TZYsxy3qdKmcjk7QTs5JTnPQ6Tmui4r4bo+hYdI70glmtTk3SgOOUVFw0LXFJZ6ZuL2p+hQfI7N+D3MVNsIXau1wQ8Vm8LasAxMtA0RkxSHL3Ff4fnpFW74PcTV9/eRjuL5Gwgph6WeKcroC7ep4JiMh4VNdYzQrXpbdKzSHDZZtqmwuAh4BHnh+ocHuOxzj9tUKcfzHlHppa6uDnt7ezg6OqJhw4ZwdHRE7dq1cfv2bbRt27bA16elpQU7O7sCX25epaamYubMmYLfHKZPn47169dL9DU3N8eOHTugp6eHP//8E0DG7+szZsxAhw4doKqqWlRh54hJcURE9F3R1tZG//790aNHD/zwww/Q09OT2u/FixdYunQpjh49Kp42cuRItGrVqkiGFM0uPDwcvXv3FgzDWaNGDZw5c0Yw7FtWFy5cgLv7t6ECTE1NsWHDBvTt2xfqMp4Af/nyJc6ePYtdu3YV7BuQYvbs2YiIiICGhgZ+++03TJ8+XVAhKDU1Fa6urpg6dao4+SUqKgoDBw7E06dPoa2tLbHMMWPGYMWKFUhJyXgS/e+//1YoKW7btm2CtqwkDUUcOnRInJCT9btq3LgxDh06JHM+IyOjXJfds2dPJCYmok6dOvjjjz/Qvn17wespKSn466+/MHPmTHECyt27d3HgwIFcK+AtW7ZMkBCnqamJuXPnYuLEiTA3N5dYz7///osZM2bg69eMihX79u1D06ZNMXbs2FzfhyI+fvyIX375RZAQ5+DggC1btqBZs2aCvtHR0Vi9ejVWr16N169fixMmi5u4uDj06tVLkPRTrVo1/P777+jZs6fEHw6fPn3C4sWLxRXckpKSMHjwYHh6eqJcuXISy09LS8Ps2bMF0yZNmoQFCxagTJkyUmMKDw/HxYsXcfDgQal/uHz48AEAcO/ePQwYMEA8ferUqZg2bZrM9yprfYpYu3atICGubt26+Ouvv9C8eXOp/VNSUnD37l2cPn1aoSGVnz17Jj7mNmjQAFu3bkXDhg0FfQIDAzFz5kzBvuzi4oK2bdtKPCGV3cSJEwUJcYaGhnB2dsaoUaOgr68v6BsfH48tW7Zg4cKF4uPJ0qVL0bhxY3Tp0iXH9ZQpUwbDhg3DTz/9hCZNmkBNTfJPwLS0NFy6dAlz587FkycZT9NHRkZi0KBBuHfvXo7Ll1daWhp+/fVXQZU7AwMDHD16FB07dpQ6T2HvG9KcOHFCXOlt2LBhWLZsGWxsbAR9wsLCoKmpKW5nr47Zt29frFy5UubQ6zExMbh8+TKOHj2KT58+yRUXFX9l9MywqMUE2JtXgZmOMbTVNBGVFIvIhGi8/vIBTz574fKHe4hKilF2qFTIdDV1MKp5H8G0E56Xcpwne2U5/3DFjg1+4UGCtpmeMYx0DBARV/DDIFLR09XUwajWwoezTjzKeUi4ypbCm3T+YQpuU2HZtil9E25TpYxTy66C9qM3zwrloRh9HT10qN9KMO3Ba88CXw8pn1OzHwXtR++eF9sHraj0sbcQVjR9/zXjgYG+tbpgZvOR0NXQEbxuom0IE21DVDG1w8+1OuNduD9W3Pgb9z56FlXIVMzVshRW3X33JeOBgQF1umJ269HQy75NqWnARMcIVc3s0L/Oj/D54odlV7biDisWllo875EyiEQiZYdQ6g0bNgzjxo2DlpaWskNRmn/++QevX78Wt6tVq4aVK1fmOM+qVatw7tw58XxeXl44cOAAhg4dWqixyovDpxIR0XejatWqCAwMxO7du9GjRw+ZCXEAUKtWLRw5cgSLFy8WT4uOjsaWLVuKIlSBN2/eoEmTJoKEuPbt2+Pu3bsyE+IA4NSpU4K2q6srBg0aJDMhDgDs7e0xa9YseHt7o2XLlvkPPgdfv36FqqoqDh8+jIULF0oMmaeqqop+/frh5s2bsLS0FE9/+/YtVqxYIXWZ5cqVQ48ePcRtb29vuYfPe/HiBW7fvi1uN2rUCPXr11fkLUlVpkwZ2NnZSTzpkfn0h6x/8iTFhYWFoW3btrhz545EQhyQUYFp2rRpWLdunWD69u3bc1zu/fv3BQlkxsbGuHv3LpydnSUS4jLXM2LECNy7dw+mpqbi6XPmzJFrGEFFzJo1SzDEZNOmTXHr1i2JhDggo5LU8uXLsX//fohEohyHf1Wm/O7m1wABAABJREFUWbNm4cWLF+J2ly5d8OTJE/Tp00dqQlrZsmWxfft2/PHHH+JpYWFh+O2336Qu/9GjRwgK+nZjc9iwYdi0aVOOCWomJibo378/Tp06JZEsCkC8nWZfhpGRUY7bdUH8MZn12GZiYoLLly/LTIgDMrbPli1bYu3atQgICJCaFCZNZoJny5YtcfPmTYmEOCDjmHPw4EHMmDFDMD1rgqg0R48eFSTo2drawtPTE9OmTZNIiAMyErpnzJiBy5cviz/D9PR0TJkyJceKYwMHDoS/vz9WrVqFFi1ayHzvKioq6NixI+7evSuoqnb//n1cu3ZN5vLlFRMTg+7duwsS4uzs7HDnzh2ZCXFA4e8b0mQes1asWIG9e/dKJMQBgJmZmfh7CgkJESQOtmnTBocOHZKZEAdkVGzt0aMH9u/fL65IRyVfOX1LdKvaDhWNbWCgqQd1VXWYahuhorENulRuhfnNx+G/flsxvdFwaKt9vz+sfQ9W9pyOsobfrpe+xkZi561jOc5jpCM89odEK1ZhIDYxDvFJwqqohtqy/9ahkmVlvxkoa/ztwayvsZHYefVIjvNIbFNRX2T0lE7qNqUjeY1CJZOulg5Gde4vmHbiduEMbzO262Doan9LHIiIicRVzzuFsi5SHl0tHYz6oa9g2ol7F2X0Jip45rrGgnZIzBfMbfkLFredJJEQJ00lk/L4u/tSDKjdNde+9H2w0DURtD/HfMGCNuOwtMMUiYQ4aSqb2mJXn98xqG63wgqRlIjnPaLSy9jY+LtOiAMykuKymj59uuABcWk0NTUlCpRkX44yMSmOiIi+GwYGBjA2Ns69YxaLFi1CnTp1xG15hsQrSNeuXUPTpk3x9u1b8bQxY8bg3LlzMDQ0zHFeP79vQ+SYmpqiTZs2cq9XJBLlepFTECZPnoyePXvm2KdKlSrYunWrYNq2bdvEQ4Zml32ITGkJPdJk7zd+/Hi55lMmIyMjHDp0SCKhMLtJkyYJkpfu3buH+Ph4mf2XLVsmSLQ5cOAA6tWrl2s8VatWFXxXkZGR4opNBSEoKAjHjn27qayjowMXF5ccE1wBoF+/frlW7VKWoKAg7Ny5U9y2s7ODq6ur1EqI2f3666/48cdvTyUeOHAAwcHBEv2yHgsAKDwMtDyxFKWs76dt27YwMTHJobeQon/Q6unp4eDBg7l+BqtXrxYk0UZFRcmsSpeeni5IOlVTU8Pp06flKpHerFkzwbw+Pj44efKkzP5WVlY5JkJnp6mpiT179gjmye957+PHj2jevDnOnDkjntakSRPcv38f9vb2Mucrin1Dlh9++AHz5s2Tq2/2/atPnz4KPbVZ3PYvKlw66toYWOsn/NtjNSoaWSs7HCoEPev+gMltBwmmLTi9AV/jInOcT09TeGMtPlnxYb/jk4XXxvqaOV8fUsnQ07EDJncSPlm94Mh6fI3NZZvSEn7/2RPc5JF9Hn1tblOlxcpR81DW9NuDZ1+jI7Dz3MECX4+tpTV+GyS8MbLhxG4kpyQX+LpIuVYOno2yJlmSd2MisfOS7Mr4RAXNQFP4u1ATm7oYUrenuP0kyAsLL/0Jp0NT0PXfMRh5Yh52P3ZFbFKcuI+aiirmtx6HNnaNiipsKsb0s11LNbOth+ENeonbjwNfYt6FP9Dj34nouHsUhhyZjR0PjyAm2za1qN0EtKvYuMjipqLB8x4RlVZfvnzBzZs3xW0NDQ0MHDhQrnmzF2W5fv06wsOLx7DSTIojIiLKgYqKCnr1+vYHr4+PD0JDQ4tk3Xv27EHHjh3FFw0qKipYu3Yt/v77b7krHWWKiooSD7lXXGhoaGDhwoVy9e3Vq5cg4SQsLEyQYJFV27ZtUbNmTXH72LFjuX5ncXFx2L9/v7htbGyMfv36yRWbMo0dO1au4XzV1NTQuXNncTslJQXPnz+X2vfdu3eCz7Z169a5Ds+YlZOTE2xtvw3XdPr0abnnzY2rq6t4aFwg4yJbnkQiAFi4cCFUVIrfpe+2bduQlJQkbi9evBg6Ork/cZopa4WypKQknD+fe4WHkJAQxYIsxgr7vYwdO1auYTdVVVXh7OwsmLZ3716pfa9evSqofjZo0CBB8nVuJk6cKEjuK8h9DMiotpa18uKdO3mv5PHo0SM0btwYz549E0/r27cvrl69muuxSxn7Rqa5c+fK3Te70rR/kXxS0lLw6NMLbHnsgl/dV2LQyVnodXQSBp2ciRnuq/Dv81P4Eh8hmMfWsBw2d16MMrpmygmaCkWdctXwz/BVgmkXXt7C1uu53xzJnhSXkCz94Y+cZE+ky75MKnnqlK+Of8atEUy78Owmtl5yyXVePa0C2KaSuE2VRj2bd8bkniME0xbsWYOv0REFuh51NXUcXrAVBrrfKgx++OSPNUeKvvo+Fa6ejTtictdhgmkLDqzD15ick3eJClL2hwHK6mdU7U1LT8OaWzsx+NgsnPB2h3foO/hGBOJ+wDP8cWcPuh8YD58v3x50UhGpYEWHX6GrzoeXvnfZEy2zblMrr21H/0O/wvXFRXiF+ODD1wDc+/gUa27sQpe9Y/A2TLhNre48S67qclQy8LxHRKWZu7s7UlNTxe0GDRpIHdlGGgMDA8F93JSUFLi7uxd4jHlR/O4MEhERKUFiYiLCwsLg5+cHX19fwb/sVVy8vb0LNZb09HTMmzcPI0eORHJyxhPUurq6OH78OGbOnCn3cqpXry7+f3JyMmbPno309PQCjzevOnXqJBhqMzfZn0a4deuWzL4TJkwQ/z8pKUlmckomFxcXREZ++8N12LBhJaJ6T9eu8g/rUKNGDUFbVuLGpUuXBG1FkwNFIhFat24tbt+/f1+Q2JIf2ZNz+vbtK6OnpPLly6Nx4+L3ZGbWPwpUVVUVruKWfUjMrE/xZMp6LACAlStXKlQ1q7jJ+n5u376NI0dyHj4sP+R9CgrIGNozazXSFy9eICIiQqJf9j8EFd3HdHR00KjRtyfXpX3n8oiLi8Pnz5+lnveyvo9Xr17l6dxx7NgxtGrVCp8+fRJPmz9/Pg4dOiRXxb6i2Dek0dfXR7t27eReT5UqVQRDuW7duhWvXr2SP1Aq0bY8dsGPh8Zg/Dln7Hl6HDc/Psab8A8IiA7Gm3Bf3Pj4CBsf/ovuR8Zj79PjSEv/VoXVTMcYa36YpcToqSDZGJfFmUlbBRUlfL8EYvCeOXlaXl6Ou8XpOp/yz8a0LM7M2gH9LMPg+oYGYPAW+f8ezCpP21Se1kTFWZ2KNfDP7D8F0y48uoat/xX8sDY7f12LxjW+VRtPSU3BsLXTEZcgu2I5lTx17Grgn6l/CKZdeHIDW8/vlzEHUeFQgfRq3f96nsK+JydkzhccE4axpxchKjFGPM1QSx8D6vxU4DFSyaIiowL83scnsPvxMamvAUBwdChGHl+AqIRv25SRtj6HUS0leN4jZROJSvc/Ur6sD/MDQNOmTRWaP+vD9gDw8uXLfMdUEBQrM0NERFRKvHjxAocPH8bNmzfx8uVLhIWFyT3v169fCy2uuLg4ODk54fjx4+JpVlZW+O+//wQZ9vIYMGAA1q9fL25v2rQJ169fx6hRo9CtWzdUqFChwOLOC0UTlLL3f/jwocy+Q4cOxbx58xAdHQ0A2L59O2bOnClzSLvsQ6eOGzdOodiUJWtFvNxkHzo4axJgVtmTDS0sLODr66tQXFmrOSUkJCAoKEjuim45efr0qaDt6Oio0PwNGzbE3bt38x1HQUlISMDjx4/FbRsbG4SFhSl0PAIyhtHNnOfdu3cSr9euXRu1a9cWVwf08fFB9erVMXz4cDg5OaFJkyYKV59UpoEDB8LDwwMAkJaWhn79+mHv3r0YPHgwOnfurNBwqjnR0tJSqIKbmpoa6tevj8uXLwPIuPn8+PFj/PDDD4J+2fcxExMThfcxAwMD8f99fX2RlpaWYyXEtLQ0XLt2Da6urnj48CG8vLwQFxcns3/2eaOionIdsjurVatWYf78+eIb8BoaGtixYweGDh2ay5wZimrfkMbBwUGhqpJGRkbo0qUL3NzcAGRUMq1Xrx4GDRqEvn37olWrVgoP20slx56nx3PvBCApNRmbH7sgJC4cs5t+G867hlkldKrYAhfey070p+LPXN8E7lN3wtr421D1nyJD0WHDaITFyPd3Q0yi8JisraH4cUNbXThP9mVSyWFuYAL3uXthbZJlm/oagg4rhyMsWr6hR2ISCmKb0hQuk9tUiWZjboUzy/+Bvk6WRMvgjxi8akqBr2vpsJkY2kH4QMO8Xatw8/n9Al8XKY+NmRXOLNglTN4NCcDgP6crMSr6XsVJGXo+OjEWf93PPVElOCYMez2OY0rTb3+vdqvWFjsfHy3QGKlkiZMy9Hx0Yiw23Mk9kTw4OhS7Hrlieovh4mk9avyAvx8cLsgQqYjxvEdEhcXf3x8jRozAgwcPEBQUhNjYWBgbG8PMzAz16tVDq1at4OTkVGD3PXLi5eUlaFeuXFmh+StVqpTj8pSl5Nz9IiIiKgB+fn6YNm0aTp48medlyEomKgjdu3cX3LivW7cu3Nzc5Bq+LztHR0dMmzYNf/75p3jas2fPMHXqVEydOhU2NjZo1qwZmjVrhlatWsHBwUFm0lhhqFq1qkL9q1SpImjnNESdvr4+Bg8ejK1btwLISAK6dOkSOnToINH38ePHguSLtm3bolq1agrFpizZE91yoq6uLmhnViHM7uPHj4K2otWZpAkPDy+QpLisCTEGBgYwMjJSaP7y5cvnO4aCFBwcLPgefH19852smjnccnbbt29H27ZtxcMoR0ZGYsOGDdiwYQN0dXXRuHFjNG3aFC1atEDz5s3lLomtDJMmTYKrqyvu3bsnnnbu3DmcO3cOIpEI9vb2aNq0KZo3b47WrVvnedurWLGiwsmCVapUESfFAdKPU9n3sSZNmuQpvkxpaWmIiIiQ+UfxzZs3MWnSJMEQpoqKjIyUOylu+fLlgvOYiYkJTpw4gVatWsm9vqLcN7KTZ0jq7P7880/cu3dPfIxKSEjArl27sGvXLmhqasLR0RFNmjRBy5Yt0bJly0L5ASMkJCTPw7ubm5vn6X2T4o56n0djKwe0tm0onuZUoxOT4kowYx1DXJq6C9XKfDtGhUaHo/2fo+AT4pfDnEISSXHqeUhg0mACU2lgrGuIS/P2oZpVRfG00KhwtF85DD6fFdimEmIF7TwlxWWbJ3uiHZUc5kamcF99ENbmZcXTPn35jA5zByIsUr5rJHlN7TUKvw2eJpj2h+vfWHd0m/QZqEQyNzSFu/O/sDbLsk2Fh6CD8xCERRXsNkUkj7hkySqUl9/flZosJ83pV1cESXGVTW1hov1/7N13eBTl2sfx36YnpNJ7qNJ7URApKlVFQYoUBUQ9qEfhIDbwCIj1KDbEAqKggIKKokiX3nsLvSS0QALppJf3D142TOpu2GST5fu5rlzwzD4zc292dmeze899+ykigXaIt6trORxTq05stviY+v3wakNSXN2yHFMlGec9AIXpzJkzOnPmjGFZWFiYwsLCdPjwYc2bN09jx47V008/rSlTpsjb2zuXLd26kydPGsbWfqeWdf6JEyduOSZboH0qAOC2ceTIEbVr1+6WEuKk6wkIhSVrJZu33nqrQAlxN3zyySf65JNPckxmOHfunBYsWKDRo0erRYsWqlatmsaNG6fz588XeH/WuLnSkSWy3of8Ehyef/55w/ibb77Jcd6NxLkbSkqVOElWVTOy1NWrV22+zRsV+27Vza0oC5K0Ze0xV9iK8nd91113afPmzWrRokW2265du6Y1a9bonXfeUc+ePVWuXDk98sgj2VrpFhfu7u5avXq1nnnmGUPbSul6dbZDhw5p5syZGj58uGrWrKlmzZrpk08+sbgy2g0FOV4seZ0qysf9119/1X333XdLCXGSdee9rOex4cOHW5UQJ9n3daggry21a9fW9u3b1aVLl2y3JSUlafPmzZo6daoeeeQRlS9fXl27dtVvv/1m01aHX375pRo3blygny+//NJmcSB/sw8Yq8s1LneHvN28cpmN4szXw1srR89U06qZF1NEXItW18+e0uHQk3msmV10QpxhXM7H8gsfJKmUu5e83DwNy6ISbPP+C0XH19NbK1/7Xk2rZ7aKj4iLUtf3h+vwBSuPqXjj41/O17qE7FLuXvJyz3JMXYuxahsoHgJ8/LX6g59Vr1rmFfvhUVd1/6uDdPLCmTzWtN5TPQfr41ETDcu+/HOOxn0zxab7gX0FePtp9aS5qlflpuTd6Ku6f9JQnQwNtl9guK3FJF3Ltmz/paMWrx8aF66wOOPfoTUDqt5yXCi5YpPisi3bF2rFMRUbrstZjqnapavdclwoepz3ABQH165d06effqpWrVoVakvSm7+Dk6y/gDzr/MIsMmMNkuIAALeF1NRUPfbYYwoNDTUv8/Dw0OOPP67Zs2dr165dCg0NVVxcnFJTU5WRkWH++f7774sszoceesgwHjBggBYvXnxL2xwzZoxCQkL01VdfqVu3bipVqlSO8y5cuKCpU6eqTp06+uyzz25pn5awtipd1vn5rd+oUSN16tTJPF68eLHh8ZekmJgY/fzzz+ZxhQoV1KdPH6vicjTJyck236atEj/c3TMroBQkzsK4b7eiqH/XLVu21O7du7Vy5UqNGDEi16t8kpKStHjxYnXt2lUPPvhgoSQo3apSpUrpm2++0YkTJzR58mS1adMm16puBw4c0NixY1W3bl2tXbvW4n3YonJmTtsoqsc9JCREw4YNM1RcK1++vP7zn/9o0aJFOnDggK5cuaL4+Hilp6cbznvDhg0rcCw9e/Y0JCt+/PHHGj9+vFXbKM6vQ7mpVauW1qxZo61bt+r555/PVt30hrS0NK1evVr9+vVT+/btFRJiedUfOIag8JOKTspMVnFxclYtf74cKWm83b20/MUZah3Y2LwsOiFWPaY9o/3nLf+y7IYTWarKBZaubNX6WedfjYtSVDwJTCWJt0cpLX/1O7Wu1cS8LDo+Vj0+GKn9IUes3t6JLFXlAstaeUxlmX81NpJjqgTy9fLRyvfnqWmtBuZlETFR6vraIB0OOW7TfQ29/1F9Pfo9w4Vb3y3/Wc9Pm2DT/cC+fL18tHLiD2pa46bk3dgodZ30uA6fKx5VIHB7Com6kG1Z+DXL2tjfEHbNeFGbv0fxurASRetMZPZjKusxkp+siZb+nhxTJQ3nPRQ3JpPJoX/CwsIUFBRUoJ+8OksVVy4uLurcubPefvtt/fnnn9qzZ49OnDihvXv3avHixRo3bly2JLPjx4/r/vvvL7TPlOPijEnhnp6euczMWdb5tiqYcatonwoAuC3cSAC4oU6dOlqxYoVq1aqVx1rXxcQU3Yf/n3/+uRo1aqT3339f0vUWbP369dOsWbP0xBNP5LN27vz8/DRq1CiNGjVKqampOnDggLZu3aqNGzdq1apVhmpGSUlJGjNmjEwmk1588cVbvk+5sfYKgaxXKFjSOvT555/X+vXrJV1PjJw1a5beeOMN8+0//PCDrl3LvJp05MiR2dqM3m7Kli2r48czvyC5ePGiKlWqlMcaRScgIMD8eEVHRys9Pd2qanmWtk+8VWlpaRbNK1u2rGHcrVs3rVixojBCMjOZTOratau5lfC5c+e0bds2bdy4UWvWrMl2ldHff/+tXr16afPmzVa3Ei0KNWvW1Jtvvqk333xT165d086dO7V582Zt2LBB69evV1JSknnuxYsX1atXL61bt0533nlnvtsuyFVMWdfJ6XWqbNmyunjxoqTrydnx8fGF0rr6gw8+MFTHe+ihh/TTTz/lmhh9s1s57w0YMED/+te/NHDgQPPv/7333lNERIS+/PJLi56z9nhu2Mpdd91lbokbFhambdu2adOmTVq7dq12795tSM7btm2b7r33Xu3evdvqdtAouTKUoctxV+TnnlmVkC/cShYvN08t/fc3aleruXlZbOI19Zz2L+0MPligbR65ZKyyWaecde0papU1VjI5HHoql5kojrzcPbX05ZlqVzezom9sQpx6/m+kdp4uWLXXIxeyHFMVAq1av1Z54zFobaU62J+3Zyktf2+uWt/RzLws+lqMeowfqv2nDtt0XwM799b346YaLoyYu3qRnvr4ZZvuB/bl7VFKy9+crdZ1mpqXRV+LUY8pw7U/2PrkXcCWTkaczbYsJS0lh5m5yzrf3dntlmJCyXbiSvZkg2Qrj6ms891dOKZKEs57QNH78ssvNXny5AKtO3HiRE2aNMm2ARWit99+W08//XSuldiaN2+u3r17a8qUKZo8ebI++OAD8+fKly5dUt++fbVr1y6bf6+QNSnOw8PDqvWzJsVl3Z69UCkOAHBbyFptbcaMGRYlxEkyJy8Ulffee0//+9//zOPU1FQNHz7cZtXbXFxc1LJlSz3//PP6+eefFRYWpqVLl6pNmzaGeRMmTMiWiGZLNydeWSJr73lLyvb26dNHlStnVjmYOXOmoQ3gzS1VnZyc9Mwzz1gVkyOqUKGCYWzt41SYAgMzv8xLTk62OraDBy3/ojprAlhqaqrF60ZGWnY1cnH4XVerVk39+/fX559/rkOHDun48eN6/vnnDYlLO3bs0OzZs4s8NmuVKlVKnTt31oQJE7RixQpdvXpVM2bMMCR1JiYm6qWXXrJoe6dPn7bqcZcse526+XFPTEzU2bPZP7y3hZvPe97e3po7d65FCXHSrZ/3Hn74YS1btszQivSbb77R4MGDDZXrclMcnhu2UL58efXu3Vv/+9//tHPnTp07d04TJkwwVL08ffq0Pvroo1ve13PPPadDhw4V6Oe555675f3DOolpxmqIfOFWcni4umvJ81/qnrqtzMuuJcXrgS9GaevpfQXe7qELxvNH06p3yNPV8g8e765tbI9+6CJVC0oKD1d3LRk3Q/fUz/xb7FpivB746BltPbG3wNs9dN547mxarZ483aw4pu5omWV7HFMliZeHp5a+84PaNcx8rYqNj1PP8Y9r57F9Nt1X3w699OOrn8nFOfPvp4Xr/9KwD8cUeqVeFB0vd08t/e/3alcv87UhNiFOPaeM0M4T++0YGXBdTFKcQmPDDct83C37+ze3+VGJVEi9neV0TPlaeUz5unsbxlEJHFMlBec9AIVtwoQJFn3H6eHhoffee0/Tpk0zLN+zZ49++umnwgrP7FY7fhUXJMUBAG4LNycq3EicsNSWLVsKIaK8vfzyy/r222/NV1pnZGRozJgxmjhxos335ezsrJ49e2rjxo1q0SLzC7W4uDitWrXK5vu7Ydu2bVbN3759u2GcNYkvJy4uLnr66afN47Nnz2rZsmWSpE2bNunQoUPm23r27GlIurpdtW/f3jBeuXKlnSLJ7kb1pRusaYWZlpamjRs3Wjzf19dYtceaBNGs1dby2kejRo3M4+Dg4GxJVUWtbt26+uKLL8zVKm/4/fffc5xfXP/Ika6/1j/99NPasmWLIRlsy5YtFpVTT0xM1P79ln/QlZqaqj179pjHJpNJrVq1yjavKJ5j8fHxhsS2jh07Zjumc5OYmKi9ewv+JfwNXbp00Zo1awxV3xYsWKDevXsbKtjlpDg+N2yhSpUqevvtt/Xjjz8aluf2/LJG+fLl1ahRowL9WPIBDGzL3934fIxO4suRksDdxU1/PjddXeplVhtNSE5U7y//rY0nd9/Sti/FXDG0XXV1dlWHOi3zWMOo8x1tDeNlQZa/54H9uLu66c+XvlGXhpnvcROSE9X741HaeHTnLW37UlS4oe2qq4urOtRrbfH6nRsaq+ou27/+luJB0fFw89CSKXN0T5PMx/BaQrweeGOYth6+tdeqrB5q11U/jf9Cri6Z1dZ/37Rcg9/9t+FiNJRsHm7uWjJhlu5pmCV59+2R2npsTx5rAkVrY8guw7hOacsr77o6uai6v7F1+OW4KzaJCyXX+tM7DOO6ZSz/3NjN2VWB/sbOG5diOaZKAs57AIqj559/Xr179zYs+/LLL22+H29vY0J3QkKCVetnnZ91e/ZCUhwA4LZwc0KLr6+vxYkcJ0+e1ObNmwspqryNHDlSCxYskJtbZvWQt956Sy+++GKhXHHt7u6uoUOHGpadOXPG5vu5YeXKlbp69arF8+fPn28Yd+jQwaL1nnnmGUPVr6+//trw7w3PPvusxbEU1M3VgW5u61icdO/e3TD+8ccflZiYaKdojO6//37D+Ntvv7X4ufDnn3/q0qVLFu8ra5LI4cOWtxj6+++/LZ6b9fc9c+ZMi9ctTCNHjjSMc3stuPmYlorncV2jRg3de++95nFGRoaCg4MtWteaq62WLVtmqBLYuHHjHFtiZn3Mv/32W4v3YamsSZx+fn4Wrzt//nwlJyfnP9ECrVu31oYNG1S1amZbv+XLl6tbt275JpoW1+eGLfTr18/wmBTmuRbFj5+7j6r4GM8x4fGWVRiF/bg6u2rRqM/VtUFmYnNiSpIe+foFrTlm3YUeufl93z+G8Yj2fSxar16FmrqrVmZ7xLjEeK08bJ+/X2A5V2dXLRozXV2b3G1elpicpEc+flZrgrbaZB+/7zJe4DSi46MWrVevUi3dVae5eRyXeE0rD26ySUwoXO6u7vrzre/UpXnma1VCUqJ6TxyhjQe357Gm9Xq2vVe/vPG13FwzP69Ysm21Br7zrNLS02y6L9iPu6ub/nz9W3Vp0s68LCEpUb3ffVobD+/IY02g6K08aTxXdQjMfpFabu6s1kxuzpkJvhEJ0ToVec5msaFkWn7CeEzdU9PyCwzuqtZMbje1S42Ij8qxzS+KF857gH3RCSNvr7/+umG8bds2m3f7IikOAIASLCAgwPz/sLAwi9sbvvLKK3a9wvnRRx/V33//bahyNG3aND3++ONWt/WzRNaWkVkTXmwpOTlZb7/9tkVzf//9d0MFprJly+qBBx6waN3KlSurT5/MLxWXLl2qvXv36tdffzUvCwwMVM+ePS2MvOBuTpAJDQ0t9P0VRJMmTdSpUyfz+Ny5c3r33XftGFGmbt26qWbNmubxnj17LEqUiYuLs7hl5g1NmzY1V2qUric8paXl/+XO5cuXNWPGDIv38+yzzxqed9OmTbO40lxhsvS1IGvSV3E9rgv62vbNN9/owoUL+c5LT0/XpEmTDMuGDRuW49yePXuqdu3a5vGOHTv03XffWRSPpW4+50nS0aNHc5lpFB0drSlTptg0lgYNGmjTpk2qW7euednmzZvVuXNnXb58Odf1iutzwxZMJpOhRXFhnmtR/HSrdbecnTLPL1fjI3Um6rwdI0J+nJ2ctfDpj9WrcUfzsuTUFPWbMcamyWfzdixRalrm+/u+zbuqTvn8q1G82v0pw3jh7uVKSrVNcjMKh7OTsxa++Jl6Ne9sXpacmqx+n79g0+SzeZv/NB5TbbqpTgULjqmHnjGMF25bpqQUjqniztXFVYsmzVTXVpmvVYnJiXpk0kit2WvbRNn7W96j396cIXe3zPcwK3at06NvPaOU1BSb7gv24+riqkWvfq2uzTMvSExMTtIj7/9Law4WfUcFID87zh/Q+ejMiyEbV7hDrSo3ymONTCNa9DWMNwbfWsVWOIZtZ/fp3E3HVNOK9dSmSmOL1h3Zup9hvO4Mx1Rxx3kPJYHJZHLoHzph5K1t27aGz/3T0tKsKuZgiawX14eHh+cyM2dZO/TkVDTAHkiKAwDcFpo1y6yekJaWpg8//DDfdSZOnGiTlma36v7779c///yj0qVLm5fNmzdPffr0ybOC16effqorVywvy56WlpatGluDBg2sD9gK06ZN0+LFi/Occ/LkyWxXefzrX/+yKong+eefN/8/PT1djzzyiKGi1TPPPGNIUCgsN/8+Q0JCdOzYsULfZ0G88847hmqKU6ZM0RdffGH1drZv326TNow3ODk5acKECYZl//73v/Xzzz/nus6VK1fUq1cvqysxeXl5qV27zKsCL126pGnTpuW5TlxcnAYMGKDo6GiL91OnTh2NGDHCPE5MTFSvXr2s/mMmKSlJs2fPzvG2xYsXa+dO6z58++GHHwzj3F4LatWqZahmuXbtWqWkFN4XYWfPntWcOXOsqkgXGhqq1atXm8dubm6qVauWRevGxcVp0KBB+V4R9corrxgSd318fAyP681cXFz01ltvGZY9++yzWrRokUUx3Wz16tU6ffp0tuWenp6GJLS9e/fm26Y1Pj5ejz32mMVV9KwRGBioTZs2GVp079+/Xx06dMh1f0Xx3LCFdevW6Z9//sl/4k2WLFliSM4v7HMtio/SHn4a2cxYqWnjOdu2soNtOZmcNO/J/+mR5veZl6WkpWjgt2P190HbtpM8GRaiOdsy3xe7u7pp9rB35H5ThYmseje711BRLiklWZP/tn37DNiOk8lJ856fqkdadzUvS0lN0cBpY/T33rU23dfJyyGaszHz71l3VzfNHvWB3F3zOKZa3acRnTJfp5JSkjX597zfA8P+nJ2ctfCNr9SrbWZ15OSUZPV7619aucu2r1Udm96lxZO/k6e7h3nZP3s36ZGJTymZ5EmH4ezkrIXjvlCvVl3My5JTktXvw+e0ct8GO0YG5C4tI12fbzN+ljHlvtEq7Zl35fRhLfrormrNM7eTnqZZu3/NfQXcNtIy0vXJptmGZe92H5vvMfVkq0fVPjDz84+09DTN3LGwMEKEjXDeA1ASODk5qXp1Y3t4a5PW8nPzdwrS9e8xrZF1ftbt2QtJcQCA28LAgQMN4/fee09vvPGG4uLiss09duyY+vbta05aKFeuXJHEmJc777xTGzZsUOXKlc3LlixZou7duysmJibHdSZNmqRq1app4MCBWrBggSIiInLd/pEjR/TQQw9p+/bMlipVq1Y1tBy0tYCAAKWlpWnAgAF65513dO3aNcPtaWlpWrhwoTp06GBoe1mnTh2NHz/eqn116tRJjRplXh169mxmuXpXV9dsrSILS5cuXQzjhx9+WLNnz9a+fft05swZBQcHm39sXfbYGnfffXe2qlcvvPCCevbsqXXr1uVaPTEjI0NHjx7Vhx9+qLZt2+quu+7S/v37bRrbyJEjDW0VU1JSNGjQIHXv3l1z587V3r17dezYMa1bt04TJkxQvXr1tHHjRplMJg0YMMCqfT399NOG8bhx4/TZZ59lq9KYkZGhVatWqV27dtqwYUO2Kl35+fjjj9W0aVPz+OzZs2rdurUmTJigc+dyb9eRkJCg1atX68UXX1S1atVyTcJau3at2rZtqzZt2uh///ufjh49mmvb2djYWL3//vsaO3asYXluVc/c3Nx0992Zbb/Onj2r3r17a/HixTp8+LDhmA4ODr7lVrwREREaPny4qlevrn//+9/6559/ck1Yu/G4dO7cWbGxseblffv2lY+PT777unEV08aNG9WxY8ccEwsvXLigwYMHa+rUqYblU6dONSQyZzV48GA9+eST5nFycrIeffRRDRkyRLt3554gk5aWpr1792ry5Mlq2LChunbtang9u1nW817//v01b968bM/fjIwMrV69Wu3atdPy5cslFc55r3z58lq7dq3uuece87KTJ0+qQ4cOuSa6FfZzwxb27dun+++/Xw0bNtSkSZO0d+/eXKtKJiUlacaMGRo8eLBheW7PLxRfgb6VdU81y9sxSVIZT3990vV1lfHKPEckp6Vo9gHrE2JRdL574m0NbG2sJjz+j8+099wRBZapbNVPXsltN0z86wtFXMtMrr+7dkutHjNL9SrUNMxzc3HVvzsP0S9Pf2JYPnX1bJ2NuHgL9xiF7btn3tPAu4wVr8cv/Fh7gw8rsGwVq37ySm67YeJvnysiLso8vvuOVlr9+hzVq2S8QMDNxU3/7va4fnnxc8PyqUtn6ewVjqnizMnJSfNen6ZH7u5hXpaSmqKB7zynv7dbl7ifn7satNSSKbPl5eFpXrb+wDY99N/hSky+tff5KD6cnJw07z+f6pE7u5mXpaSmaODUF/T3rjV2jAwlXYVSZVTZp3y2n7Jexs9QnJ2cc5xX2ae8/D1889zH38fXa+eFg+ZxoH8Vzev3kdrdlPR2g49bKb3a4Wm90sFYdXfe/r9onVpCVPQuqyq+FbL9lCtlPKZcnJxznFfFt4ICPPM+pv46ulY7zh0wj2sEVNHCQZ/q7sCW2eb6uJfS+M7/0uudjVV3f9i7mNapxRjnPQAliaenp2FsbXvT/GS9ePvkyZNWrZ/1Av7icjG4S/5TAAAo+e677z717NlTy5YtMy9755139Nlnn6lt27aqVKmS4uLidPz4cR05csQ8p0GDBho1apRGjx5tj7ANGjVqpE2bNqlr1646deqUJGnDhg3q0qWLli9fnmMSQ2JiohYuXKiFC69fjRYYGKi6desqICBA7u7uioqK0pEjR8zbu8HZ2VmzZs3K1nLQlt5//3298sorio6O1htvvKF3331Xd911lypUqKDo6Gjt3r07W2s9X19fzZ8/X15eXlbv77nnnjNUjLuhT58+qlChQoHvhzWeeuopffTRR+YEnWPHjuWarDFx4sRsiWlF6c0331R4eLihQtzy5cu1fPly+fn5qUWLFipXrpxcXV0VExOjsLAwHT58OMdEU1v7+eef1aNHD0MS58qVK/OshPXf//5XNWvWND8XJBmq4eVkyJAh+uqrr7Rt2zZJ1xOSxowZoylTpuiuu+6Sv7+/IiMjDceqi4uL5s2bp169ell8f7y9vbVkyRJ169bN3OYyISFB7777rt59913VqlVL9evXl7+/v1JTUxUdHa3g4GCdPHnSopauN+zatUu7du3Sq6++Kl9fXzVu3FjlypWTj4+PEhMTdfbsWe3bt0/JycYKD0OHDjUkImY1duxYrV2bWdnkxnGSk7Vr16pz584Wx5ybsLAwTZ8+XdOnT5ezs7Pq16+v6tWrmxPZwsPDtX///mxXSpUvX14ff/yxRfto1qyZGjZsqK+++kq7du1S27ZtVa9ePTVo0EBubm4KCQnRzp07syWZDRo0KFtCZU6+/vprRUZGGiqSzp8/X/Pnz1e5cuXUrFkzlSlTRk5OToqJidHFixd15MgRixMLX3rpJX333Xe6ePH6F9kxMTEaOnSoxo0bp9atW8vPz08RERHat2+foe3tkCFD5OLiojlz5li0H2v4+flpxYoV6t+/v/7++29J1xMLO3bsqKVLl6pt27aG+UX13LCFI0eOaPLkyZo8ebK8vLzUuHFjVahQQX5+fkpJSdH58+e1d+9excfHG9br1KmTRccLrFfeq7ShTekNZTz9DWNnJ2dV8s45ETQ+JVHRSbHZlpfxCtDHXV/XiYgQLTu1QetCtutczKUctiB5uXjogbqdNbLZo4aEOEn6bt9vuhAbluN6KB6GtXsk27IPHx2nDx8dZ/W2On88TOuP51259ULUZfX95kWteGGmOeGpQ51WOjzxL+0+G6TTV87Lz9NbLas1VHnfMoZ1/zqwVv/98/OcNotiZFjHvtmWfTj4VX04+FWrt9X57SFaf2RHnnMuRFxS30+f14pXv888puq11uH/LdPuM4d0Ovyc/Dx91LJGI5X3y3JM7Vmj//7yqdVxoWh999JUDezc27Bs/HcfaO/JQwqsUNWqbV2KCFdSSs4VmZvXbqRl7/4oHy9v87KjZ0/q+WkTVN6/rFX7SUxO0uVI21Y0gO189+//aWCHBw3Lxs/7SHtPBymwXBWrtnUpKjzf9sulPLxU1ifnC8s8XI0dAsr6ls41hvNXLyktvWj/BoB1fuz3oar45v/5W0Xvslo1/Pscb/vjyGpNWP1JjrfdMHrpO5rX7yPVDLj+Gljdv7K+feQdXYwJ09Erp5WQkqjy3mXUrGJ9uTm7Gtbdem6fPto8y8J7BHv76bGpqupXMd95FX3Kad3TP+R426JDK/Xqiqk53nbD83++pQWDPlGt0tUkSYEBlTW733u6EHNZR8KuH1MVvMuoeaX6cstyIczmkL36YP1MC+8R7IHzHoCSJGt3sLJlrftbLD+NGxvbhG/dutWq9Tdv3pzn9uyFpDgAwG1j/vz56tq1q3bt2mVeFhcXpzVrcr7ip3nz5lqyZIlWrVpVVCHmq2bNmtq0aZO6d++uAweuX6W2Z88e3XPPPVq1apWqVauW5/ohISH5lrsNCAjQjz/+qG7duuU571bdcccdWrJkiR566CFFRUUpPj4+18dCul656M8//1SbNm0KtL/HH39cr732mqFilCSNGjWqQNsriMqVK2vBggUaPHiwXSvBWWratGlq06aNXnjhBUNFwujoaK1bty7f9Z2cnOTnl3dLgYLw9/fXqlWrNHbsWM2aNSvXqmfS9Stnpk2bppEjR+qrr74y3JZftTBnZ2ctXLjQkJAjSVevXjUn9NzMy8tLP/74o3r27JnttvxUq1ZNO3fu1KhRozRv3jzDbadPn86xRWZWNxLCLBETE6MtW7bkO2/UqFH5to198MEH9fbbb2vixIlFnogkXU9WDAoKUlBQUJ7zGjZsqMWLF6tSpUoWb/vzzz9XZGSkuUXvsWPH8mx7PGzYMM2aZdkH6K6urvrtt9/04YcfauLEiYZkt/DwcEPL17y2UapUqRxv8/f315IlS9SjRw+FhWUm3Vy6dElLlizJcZ0hQ4bo+++/L9QkLU9PT/3xxx8aNmyYuWX31atXdd9992nx4sXZKpQW9XPDFuLj47VjR95JCpL0yCOPaO7cuUXSvvt2NPOBt1XZp3y+8yqUKqM/B3yV421LTqzV5I3Tc123bulA1S39uF5s87hik67pVNRZRSXGKj4lQZ6uHqpQqqzuKB0oF6fsH70sOrpSs/bTlgnZrT++U32+eVGzn3jHnPjm5OSkNjWaqE2NJjmuM3/HEj09d6LSM3Ku5ovb2/ojO9Tnk+c0+18fmBPfnJyc1KZ2U7Wp3TTHdeZv+UtPfzuBY6oEGNatf7ZlHz7zhj585g2rt9X5pf5afyDnLz0ebt9d/t7Gv+3qV6+jQzOtr0a3bv9WdRmXPW4UD8O6PJpt2YfDXteHw163elud33hM64O25zmnX7uemv3iRxZt76Ph4/XR8Jw7B9R4poNCwi9YHSMcT3RirJ76Y4Le7zZObapkvneq7FtelX1z//vgt6CVmrJuutI49yGLqMRYDfv1dU3t+YraVst873Sj2lxufjm4XBNXT+OYKuY476Ekye8ifzi2K1euZPss/ObuYrbQtWtXOTs7m7/n2b17t2JjYy3qvBMbG6s9e/aYxy4uLuratatN4ysoPn0HANw2/P39tWnTJr355pt5trWrV6+ePvjgA23btk1Vqlh3NVBRqFixotavX6/27dublx07dkx33323IVlj9erVmjhxotq3by8PD498t1u9enW99tprOnnypB544IF859tChw4ddODAAQ0fPlze3t45zvH29ta//vUvHT16VHfddVeB9+Xj46MnnnjCsKx+/frZWpo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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q3_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d8400d9b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ynOqxpc+9QmGlpqYKGzduFN5//32hcuXKOo9ja2troUmTJsKvv/4qZGZmFqrtJ0+eCDNnzhR8fHxknUNKliwpNG3aVPjss8+Eixcv6qxf1/4RGhoqdOzYUbC2ttbYpr+/v/Drr78KeXl5hVrXfLGxscKnn34q1KlTR+u62tjYCC1atBA2b94s5ObmGqXtS5cuCSNGjBC8vLx0bmsXFxehb9++wpYtW9R+zoW9HgDi+1N1bt++LXz00UdCuXLlZNVnb28vtGzZUpg/f75w+/Zto2wzfWRnZwurVq0SgoKCtO5TCoVCaNKkibB48WLh5cuXsupWty/r82fodUqV6vXPkD9N3wss8d589+7dQs+ePQUnJyet61ShQgXhgw8+EKKioozWdmEkJycL8+fPF5o2bap1X8w/pzdr1kz46quvhEePHund1uPHj4VJkyYJVapU0dqOk5OT0Lt3b1nXdnUs7Xqfnp4uLFy4UGjcuLGgUCi0nstbtmwprFmzRsjJydG7HV33R1FRUcL48eOFMmXKaD32TXnsmoIxr1fqREdHCz/++KPQs2dPjduu4F+pUqWEzp07C//++6/B62TovV5R3iP++++/knU/deqU7PK1atWSlO/YsaPs8lu3bpWUv3HjhuzylnI+OnXqlNCnTx+N32XV3f/ougbqkpeXJ0yfPl3t8XHkyBGD1lOdn3/+WdLG48ePZZXNzs5Wez0dM2aM7Pa//fZbyTlW32cBRXFtN/S7raHlDBEaGippq2HDhiZpyxAM5iMiIiIiIiIikT59+kgeZsgNkundu7eo3J9//qn8P9VAjYiICFl11qxZU9IfOYFRmh4WRkdHC82bN9frof1nn30mq6/5jBXMt2PHDqFatWp69bXg3+LFi7XWr+lh6bNnz4QePXro1db7778vZGdn672OxhAfHy8MGjRI60skdX8lSpQQPvroI50vkd/0YL5ly5YJdnZ2stvw8fER7ty5Y/B6pqSkCOPHjxdKlCih9/oFBQWZ/CWyqYP5zp8/LwQEBOhdr5ubm/Dzzz/rvT7mDOZbunSprJeHqn/NmzcXrly5IquN1atXS8rL3Ufmz5+vtv3hw4fLKp+VlSU4ODiIys6cOVPj8qYI5ivK4zcjI0MYNWqUXufi+vXrC/fv3xcEwXzBfJ988ole20j1r1KlSsKxY8cManvZsmWCo6Njoc4pGRkZWtvQtH/k5OQI48eP16utoKAg2fdv6mRmZgqff/655LiQ81e3bl3h8uXLBrcdEREh9OnTR+97hfy/evXqSeo0ZTBfXl6eMGvWLK1Bsbr+ypUrZ/D2MsShQ4eEGjVq6N3PypUrywrUfpOD+cxxb37mzBmtgYOa/kqWLCnMnDnTaAG4+srJyRG++uorwcXFxaDPxtraWjhz5ozstj7//HNZP7hS/evatave96yWcr0XBEHYsmWLULFiRb3Xu06dOsLRo0f1akvb/dHq1at1bv/iFsxniuuVqqCgIIPrByAEBgYK0dHReq9bcQjmS09PlwSgffHFF7LKPn78WO32sre3lx24Pnr0aFFZT09PWeUs5XyUlZUljB8/Xuf+ZexgvoyMDGHgwIGSdry9vYXr16/rtW663Lt3T9LOhg0bZJU9efKk2u1RpUoV2e136NBBVLZ58+ayyxbltb04BPP17dtX1r5pLlYgIiIiIiIiIipA3RS26qa6VSUIAo4dO6ZMKxQKtGrVSpkODg7Wu87Y2FjcunVLlOft7Q0fHx+dZdWJiIhAs2bNcPr0ab3Kff3115g1a5ZBbRoiLy8P06dPR//+/XHv3j2D60lNTdW7TGJiIlq2bIm9e/fqVe63337DsGHD9G6vsCIiIhAYGIitW7dCEAS9ymZnZ2Pp0qXo0KEDnj17ZqIeFm+fffYZJkyYgJcvX8ouExkZiaCgIDx+/Fjv9qKiotCiRQssX74c2dnZepc/ceIEmjZtirCwML3LWoJ//vkHrVq1wrlz5/Qum5CQgHHjxmHSpEnIy8szQe+MJzc3F2PHjsVHH31k0LF3+vRpBAUF4ciRIzqX7dChgyTv0KFDstrRtJzc8qdPn8aLFy9Eee3bt5dV1hiK8vjNyMhAjx49sHr1ar3OxVeuXEGLFi0QGRmpV3vGdPbsWb22kapHjx6hXbt2+P333/Uq9/nnn2PChAl4/vy5wW0bShAEvPvuu1i+fLle5U6cOIHg4GBERETo3WZSUhI6duyIefPmSY4LOa5du4YWLVrofX8CACEhIQgICMBff/2l971CPkPuqQpj6NCh+Oqrr5CVlVWk7Rpq3bp16Ny5M27fvq132YcPH6Jfv35YtGiRCXpW/Jnj3nzz5s1o1aqVQfdTWVlZWLBgAXr27Fnk57dnz56hc+fOmDVrFpKTkw2qIzc3F+np6TqXS09PR58+fTBv3jxZy6vav38/mjdvjitXrhjSTZGivl+fN28e3n77bYPKXr9+HR06dMDmzZv1Lqtq0aJFGDVqlEHb31IV1fXqxIkTBtcPAKdOnUKTJk1w+fJlg+uwVPb29mjevLkor7DfHTIyMnDy5EmD6pAzRbSlnI9yc3PRv39/LF++vFD7l74SEhLQrl07bNu2TZTfuHFjhIWFoXbt2kZtz9fXF1WqVBHlFXYfefDggaz768zMTJw4cUKUJ/f7ZXG9tpvK5s2bsXPnTlGera0tRowYYaYeSVnQhL9EREREREREZAnUBfOFhIToLHf58mUkJSUp03Xq1IGbm5syHRwcjJUrV4rqHD58uNY61bXbtm1bnX1RJy0tDV26dFG+dFAoFAgMDET79u1RuXJlODo6Ij4+HidPnsRff/0leRmyYMEC9OjRA2+99ZZB7evjvffe0/iCo27duujQoQN8fX3h5uaG7OxsJCUl4caNGzh37hwuXrxo8IPTnJwc9OnTB9euXVPmNWrUCJ06dULVqlXh4uKCpKQknDlzBjt37kRKSoqo/KZNm9C7d2/079/foPb1FRcXh6CgIMTExEj+r1KlSujbty9q1aoFV1dXxMXF4fLly/jrr7+QmJgoWvb48eNo3749Tp06BVtbW0ldJUuWRIMGDUR5N27cEAWblSlTBpUrV9bY15IlS+q7ehKurq7KfmRlZeHmzZui//fy8oKrq6vWOqpVqya7vV9++QULFixQpt3d3dGlSxcEBATA3d0dL1++xL179/DXX3/h+vXrorJxcXEYO3Ys9u3bJ7u9qKgovPXWW4iNjZX8X9OmTdGiRQvUqFEDZcqUQVZWFmJiYnDq1Cn8888/yMzMVC4bGxuLbt264cKFC/D29pbdvlyVK1cW7Q9JSUmIjo4WLVOrVi2Nn7mm/SQkJAQ9e/ZETk6O5P8aNGiAnj17wsfHB/b29oiJicHRo0dx4MAB0boDwNKlS5Gbm4tly5bpu2pFZsyYMVi7dq0k387ODp06dUKrVq1QoUIFZGRkIDIyErt375a8XEpNTUWXLl1w5MgRtGjRQmNblStXRrVq1USB0YcOHdL5kD4jIwOnTp1S+3/R0dG4ffs2atSoobUO1Zc19vb2WvtqTEV9/A4ePFjty6kyZcqgZ8+eaNy4MTw8PJCamoqIiAjs2bMHN27cAAA8ffoUffr0QZ06dQxcW+NRKBSoV68e6tWrh1q1asHd3R3Ozs6wtrZGWloaIiIicO7cOYSEhIiuAdnZ2Rg9ejTq1KkDf39/ne2EhoZi/vz5kvzSpUujQ4cOaNiwIby8vODg4IDMzEykpaXh4cOHuH79Os6cOYOnT58Waj0XL16MLVu2KNNOTk7o1asXAgICUK5cOSQnJ+PWrVv4888/Jee36OhotG3bFpcuXYKLi4us9pKTk9GiRQvJDzSAV/c1wcHBqFOnjrK+uLg4nD59Gvv370daWppy2efPn2PAgAE4efIkGjduLKvtv//+G71791Z7bnVzc0P79u3RpEkTuLu7w87ODsnJyXj48CHCw8Nx6tQpUfuqCl4P9L0W5Ctfvrwkb8OGDWqDQ93d3dGpUyfUq1cPnp6esLe3R0ZGBtLS0vDgwQNcv34dp0+fLvIfKPz+++9qz6kKhQLNmzdHly5d4OXlBRsbGzx+/BgHDx5ESEgIcnNzlcsKgoDp06dDoVBg2rRpatspX7686Pr7/Plz3L9/X7SMr68vHB0d1ZbX5x5Im2rVqikDxZ4+fSq5b1G9Z1RH1/1aPnPcm69cuRIffvihJN/BwQEdOnRAQEAAKlSoACcnJ6SkpODu3bs4ePAgLly4IFr+77//xrBhw7Bjxw7ZbRdGSkoKAgMD1Z5nSpQogebNm6N169aoWLEiypQpgxcvXiA+Ph6XLl1CWFiYXkHKeXl56NWrl9rrnpOTE3r06IGmTZuifPnySE1Nxd27d/HXX39JfqT15MkTtGrVCuHh4Qbvn0V9vZ83bx5mz54tybexsUGbNm3Qvn17VKxYETk5OYiOjsb+/fsRFhYm+n6alZWFd999FzY2Nhg4cKABaw38999/+Oabb5RpW1tbtGnTBq1bt0b58uVhY2ODR48e4cyZM8rAk6I8dg1hyuuVNra2tmjSpAlq166t/K7l5OSEnJwcpKSk4NatWzhx4gTOnz8vKhcbG4t+/frhwoULcHZ2NqhtS9W+fXvRj0/DwsLw4sULODg4aC2nLaDr4MGDOp9lPXjwAA8ePJD0RRtLOh/Nnj0be/bsUaZdXV2V5yMPDw9kZGTg0aNH+Oeff6BQKAxqQ9W9e/fQtWtX3L17V5TfvXt3bNmyRednZqh27dph9erVyvThw4dlldO1j4wdO1Zr+ZMnTyIjI0OUJyeYr7he203ln3/+Ufs8eu7cuVqf6xU5M40ISEREREREREQWKi8vT3B3dxdNM2BtbS2kpKRoLbdkyRJRmfHjx4v+PyYmRvT/Xl5eOvsyduxYyZQHv/32m6z1UC1XcNqht956Szh//rzGsg8ePBD8/f0ldXTq1ElW24WZZnfRokVqp7Vo3bq1cPbsWZ3lHz16JCxZskSoWrWqzukhVKcxKbiN/Pz8hMOHD2ssGxcXJ3Tq1EnSz5o1a8paz8LKy8sTunTpImnf3t5e+P7774WcnBy15dLT04VPPvlEsLKykpSdPHmy7PYLMwWMMRhrKud86qbJyd8fSpQoISxYsEDjVI55eXnC0qVL1W7T06dPy2o/MzNT7dSy3bt3F27cuKG1bExMjPDuu+9KygYEBGjcD4xJ3fTH+k6rnJiYqHaqssqVKwv//POPxnLR0dFCt27d1J4zdu3aJavtop5md8uWLWr726tXL+Hx48cay+3du1ftNvLx8RGSk5O1tjlu3DhRGQ8PDyEvL09rmQMHDojKqE4VtWzZMp3rGhgYKCrToUMHrcsbc5rdojx+N2zYoPYznTJlivD8+XON5bZv3y54eHiIzt8FyxfVNLtt2rQROnbsKGzcuFGIi4uTVSY+Pl6YOHGiZL+oW7eurPLt2rWTbK+pU6cKqampOsvm5eUJ4eHhwieffCK4uroaNM1uwev98OHDhWfPnqktm5ubK3z33Xdqp24cNmyYrHUVBEHo3bu3pHxgYKAQFhamtdyzZ8+Ejz/+WLKdfXx8ZG2re/fuqZ1qs1y5csLKlSt1TkH68uVLYffu3ULXrl0FHx8frcsa41qQr1q1aqJ6rK2thYULF8qaoi8nJ0c4ceKEMGbMGMHX19eg9vVx9+5dtVNF161bV+tUpTdu3FA7zVuJEiWEc+fOyWq7KKdh00TbtKeGMPe9+ZkzZyRTO9vb2wsLFizQ+V0wNDRU8PX1lbS/dOlS2e0bKi8vT+jZs6ekbYVCIYwaNUp49OiRzjouXbokfPLJJ0Lp0qV17kcLFixQe90bPXq01nuStWvXqj0nBQQECFlZWTr7aO7r/YkTJwRra2tJ+aCgIOH27dsay506dUqoWbOmpFzp0qWFyMhIne2qO9YL9qNfv37Cw4cPNZZXt02MfewWVlFerwRBEEqVKiUMHTpU+Pfff4X09HRZfbx27Zpkek9A+txHm+Iwza4gCEJYWJhkPf/++2+d5Tw9PUXnn4LlmzRporP8qlWrJO1q+34kCJZ1Pso/Lq2trYXPP/9c6/cAdcelvs9YTp48Kbi5uUn68eGHH5r8OYC677S6pvN9/vy5UKJECY37SP/+/XW2+9lnn4nKODg46Py8zHVtt9Rpdv/++2/JVNoAhL59++p8RlDUGMxHRERERERERBIDBgyQPNjYt2+f1jK9evUSLb99+3bJMn5+fqJl7t27p7XOGjVqSPqh7UF9QeoeaAKvgoN0vfgWhFfBNeXKlROVtbKyEqKionSWNTTQ6urVq2pfkEyePFnIzc2Vs9pKOTk5OreV6sPSgg9wExMTdbbx8uVLoW7dupLyx48f16uvhti0aZOkXTs7O+HQoUOyyv/yyy+S8gqFQvYL5DchmA+AYGtrK3ubzp8/X1J+5MiRssrOnDlTUvabb74p9Dps2bJFrzoMYYwAjtGjR0vqqFKlihAdHa2zbF5entpgRnd3d1kv54oymC8tLU0oU6aMpK+jR4+W9eA8IiJCbUDfhAkTtJbbsWOHpMzly5e1lvnkk08kL1cKpnv37q21fGpqqmBjYyMq8+2332otY8xgvqI6fl+8eCG4urpKysoN3rh586YooK/gX1EF8+kKBtVm/fr1kn4fOHBAa5mUlBTJtV6fwLiC0tPTdR47mvYPAMKnn34qq529e/dK9mcAwtGjR3WWVXe9/fDDD/V6WbZ27VqDrhHqgsXq1Kkj+16yIF3ndWMF8127dk1Sz9y5c/WuRxBeHZ+mpi6wo3HjxrKOq4yMDKFt27aS8vXq1ZPV9psQzJf/VxT35i9fvhR8fHxE5Tw8PIQrV67I7n9ycrJQv359UR1ly5bVGtBhDCtXrlR7Dfzjjz/0rislJUXrtn7w4IEoGCP/76uvvpJVf3h4uODs7Cwp/9133+ksa87rfV5entrv5l27dhUyMzN1lk9MTBTq1asnKd+9e3edZdUd6/l/EydONCj4wtKC+YryeiUIht/75ObmCiNGjBD1s1SpUkJSUpKs8sUlmC8nJ0cS6DZlyhStZa5fvy5avmnTpkLlypWVaSsrK53n8YEDB4rqqFWrltblLfF8ZGVlJWzbtk1W+6r0ecaybds2yY9NFAqFsHDhQoPa1ld8fLwkGO/HH3/UWubvv/8WLd+jRw9RUJmrq6vO535NmzYV1dGlSxety5vz2m6JwXx79+6VBDYCr350J+c5cVFjMB8RERERERERSaxYsULycGPatGkal8/NzZUEaMTGxkqWUw1YWb16tcY6VUfyAyBUq1ZN9jqoe7AoZwSngtRtB219zmdooNXgwYMl5YYMGSK7v/pS98LQxcVFVsBivv3790vqmDVrlsn6nK9x48aSdvUd+UN1tC4AwuDBg2WVfVOC+fTZpllZWZJAq0qVKuksl5SUJBnVZ9y4cQath2pQQcOGDQ2qRx+FDeCIj4+XvIiwtrYWLly4ILuO7OxstS9If/nlF51lizKY76effpL0MSAgQK9g5VOnTklenDg4OGh9iZiUlCQZiUbXS6pGjRqJlr927Zpo5LjSpUtrHfFhz549knXVNiKsIBg/mK8ojt/Vq1dL2h00aJDsdgVB/bYCii6Yr7BUAz0HDBigdfkrV65I1vXkyZMm65+m/aN169Z61TN37lxJHf369dNaJjs7W3K97Ny5s0HrMWrUKFE95cqV0zpSneromgAENzc34cmTJwa1r4uxgvnUHQ+6RuUxl6tXr0r66uTkJGsUtHzJyclC+fLlJfXoCooVhDcnmK+o7s1VR4SysrIy6Nx0//59yYvyH374Qe965MrKylK73VatWmWS9qZOnSppq2/fvnrVoW5Ep8qVK+scScqc1/u9e/eq7bM+gZoRERGSUXgVCoVw69YtreU0BfM1bdrU4NG3LCmYr6ivV4WVkZEheHl5ifq7fPlyWWWLSzCfIEhHFdY1+vKPP/4oWv5///ufMHz4cFGeuh+85svLy5OMMjdx4kStbVri+Wjq1Kl6tV+Q3GcsCxculHwftLOz07p9TaFhw4aiPugKTp4yZYpo+V9//VVo06aNKE/bj0ufPXsm+UHQ4sWLtbZpzmu7pQXz7dmzR20gX6dOnSwykE8QBMEKREREREREREQq2rRpI8kLCQnRuPzly5fx7NkzZbp27drw8PCQLBccHCy7TnX/p65f+pgzZw5Kly4te/m3334b1tbWorzz588Xqg+aREZGYtu2baI8d3d3rFy50iTtaTJp0iRUrlxZ9vIdO3aEu7u7KM9U2yhfWFiYpI169eph/PjxetWzYMEClClTRpS3Y8cOxMbGFrqPr4OqVavqtU1LlCiBQYMGifIePXqEuLg4reWWL1+O58+fK9OOjo749ttv9evs/zd79mxR+tKlS4iMjDSorqKyevVqvHz5UpQ3duxYNGrUSHYdNjY2+OmnnyT5y5YtK3T/jEldf5YvXw4rK/mPqZs3b46hQ4eK8l68eIF169ZpLFOmTBnJ9jx06JDG5RMTE3Hp0iVl2tvbG3Xq1EFQUJAyLyUlBefOndNYh2r9ZcuWRcOGDTUub2xFdfyuWrVKlLa2tsZ3330nv6MAevTogfbt2+tVxpK8//77ovSJEye0Lp+WlibJK1u2rFH7JMfSpUv1Wn7GjBmoVKmSKG/37t2IiYnRWGbLli2IiopSphUKhdpzlRyzZ8+GQqFQpmNjY3H69GmNy6u7jvz000+oUKGCQe0XFUvZP+RQd07//PPPUbFiRdl1lC5dGt98842sut9URXFvLggCFi1aJMp75513EBgYKL+j/1/VqlXx3nvvifL++usvveuRS/U8AwCdOnXC6NGjjd7Wy5cvsWbNGlFeyZIl9T6fDho0CK1btxblPXz4ELt379a7T0V1vVd3TH733XdwcHCQ3XaVKlUwY8YMUZ4gCFi+fLnsOgpatGiR5Lt6cVTcrld2dnYYMGCAKE/XvU9x1K5dO1H62rVrWp8TqN77t2/fXnJ/q+37x6VLl5CQkKC1DwVZ4vnIyckJc+fO1bucXLm5ufjggw8wffp0CIKgzHdzc8Phw4fRv39/k7Wtjurnc/ToUeTk5GhcvrD7SEhICHJzc7X2oaDifG03thMnTmDAgAHIysoS5Xfv3h27d++GnZ2dmXqmHYP5iIiIiIiIiEiiZs2akofHFy9eREpKitrlQ0NDRWnVoL18qg8JVcvp+r/CBPM5ODhgyJAhepUpU6YMqlevLsq7ffu2wX3Q5u+//5Y8mBs3bhycnZ1N0p4m+r74sra2RuPGjUV5ptpG+Q4ePCjJGzt2rF4BQQDg4uKCwYMHi/Kys7O17pdvkhEjRui9TZs2bSrJ07U/7NixQ5QeMGCAwft9YGAgXFxcRHlHjx41qK6iom5//uCDD/SuJzg4GHXq1BHlXb16FU+fPjW4b8YUHR0t2ReaNGmCgIAAvev68MMPJXnqtmNBqi9Kjh8/LnmYn+/w4cOiF0T5ZTt06CBaTtvLFtX/a9Omjd7HU2EUxfGblpaG8PBwUV6nTp0kAV9yjBw5Uu8ylkL1PiEmJgYPHz7UuLy6wKyifgnerFkz1KtXT68ydnZ2kpd4OTk5Wo8D1fN769atUa1aNb3azefl5SXps6bze2pqquT/fHx8JMEHlsgS9g+5VM+7JUuWNOhYfvvtt+Hq6irKU/fC+k1VFPfmly9fxt27d0V5o0aN0qvdgrp16yZKnzlzBpmZmQbXp82ePXskedOnTzdJW+fOnUNycrIor2fPnnoFsOYz5F5GnaK43mdlZUnOqeXLl0efPn30ahd49Z3NxsZGlGfIelevXh2tWrXSu5ylKa7XK9V7n7CwMDP1xHTU/dBE0z1PTk6O6HMsVaoUAgMD0b59e9EPEfT57mBtbS15flaQJZ6PBg0aBEdHR73LyfH8+XP07NkTP//8syi/WrVqOHXqlEEBaoWluo+kpaXhzJkzapeNi4vDtWvXlGlfX1/4+PgU6vulh4cH6tevr3H54nxtN6b4+Hj0799f0teePXti586dsLW1NVPPdGMwHxERERERERGppfrgMC8vD8eOHVO7rGrwk6aHjhUrVoSvr68y/fjxY8nDJU11aqtXjmbNmqFkyZJ6lyvYXwAaAxoLS936qr40NzVfX1+DHv4W1TbKd/LkSUlev379DKpr4MCBsup/E2kKytVGdV8AtO8Pz549w9WrV0V5hXkQb2VlBW9vb1HexYsXDa7P1HJzc3H27FlRXs2aNVG3bl2D6lP34u/UqVMG1WVs6o4rQ0dPCAgIQJUqVUR5p0+fFgXgqVJ92fLixQuNo3qpvijJf8miWoeml1xPnz7FjRs3tLZvakVx/J49exZ5eXmivK5du+rdbn65gi87zSkzMxOHDx/G999/jxEjRqBHjx4IDg5G48aN0bBhQ8lf3759JXVoC+arXr26JHBpxowZOH78uNHXRZPevXsbVE7dump6gS8IgmSdCvuiVfW413R+P378uCQQbMiQIcViBKeAgABJYM7o0aNx/fp1M/VIvdjYWERERIjy2rZtK9m35bC1tUXPnj1Fec+fP8fly5cL1cfXQVHdm6sGE1lbW6sN+JJL9Vh9+fIlbt68aXB9mgiCIOl7xYoV0bZtW6O3BRj3XqZXr16SAAJDvoMUxfX+woULklGke/fuLQnKk6N8+fKikY6BV4GEiYmJetVTmOcClsRSrleJiYnYtWsX5s2bhyFDhqBLly4ICgpCo0aN1N77fP3116Ly0dHRRdrfolCzZk3JD1Q0BVqdPXsWqampynSrVq1QsmRJeHh4iH6IcP/+fTx48EBtHYcPHxalAwICtM4qYYnno8LOpKHJkydP0KpVK+zfv1+U37x5c5w+fVoSXFpU8j/ngjTtI4cOHRJ9V83/ftm4cWPRbBEnTpxARkaG2jpU95G2bdtq/f5UXK/txjZ37lzJqJrBwcHYtm0bSpQoYaZeyaP/VZaIiIiIiIiI3ght2rTBH3/8IcoLDQ1Fjx49RHl5eXmSl7XaXioEBwfj/v37ojrVjWpz584dUZ660QL1YegDPtUHqKYKVFMNKnF3dy/yh5KWvo3yXbhwQZSuVKkSypcvb1BdjRs3hpWVlSggRbX+N5Uh+4O6Fw7a9ofTp09LgoEWLFhQqOn17t27J0qrTldkSW7fvi2aYhh4NVqdodSNcnfhwgW1AThFTd1xVZh1bdKkiehlWEpKCu7fv69x1K+goCDY2dmJXkYfOnRI7fWq4EsYhUKhnL6oYcOGcHNzU+5TYWFhePHihWSKOXUvcYo6mK8ojl/VQFwA8Pf317tdAHB2doavr6/k+C1K9+7dwzfffIMdO3YU+jqmOlJKQVZWVnj//ffxww8/KPMSExPRqlUrdOjQAe+++y66du0KNze3QvVBG9VRu+SqV68eSpQogezsbGWepuk7b968iaSkJFHehg0bsG/fPoPaBqRBkprO7+oCdVu0aGFwu0XJ1dUVPXv2xK5du5R5Dx48QIMGDdCrVy8MHjwYHTt2LPKRm1Wp+9wLe/1av369KO/ChQsGn1NeF0V1b64atKFQKNCsWTOD2gagduRbU9yP3b9/H/Hx8aI8U47OZMx7mZIlS6J+/fo4d+6cMu/69evIzMzUa5SgorjeG/seLiAgQPRDNkEQcPHiRb3ulV6Xc4O5r1eHDx/GDz/8gAMHDoiu7frKycnB8+fPTTYqm7m0a9cOGzZsUKa1BWoVVHBfbt++Pa5cuSJaVnXE1aysLMkzNV3HgyWej0xxXF69ehXdunWTBIz2798fv//+u1mnRy1VqhSaN28uCpo7dOgQ5syZI1lW0z5iZWWFNm3aYOfOnQBe/ajoxIkTkhH7Hj16JBlBVdc+Ulyv7caUl5eHbdu2ifJKly6NrVu3WvSIfPkYzEdEREREREREaqn7VW1ISIgk79KlS3j27JkyXbNmTZQrV05jvcHBwVi7dq2oTtWHmeraKeyvfA0ZKQSA5JeahXnIrU1cXJwore/0d8ZgrG2Uk5NjjO6oJQiCJDigVq1aBtfn6OgILy8vREVFKfMs/YFkUTFkf1D3y2Ztx8yjR48keaoj/RSWviN9FCV1+1ph9ufatWvLasMcimpdNQXz2dnZoUWLFqIRDQ4dOoR58+aJlnvw4IEoSLBBgwbKoCqFQoG2bdsqXwjkTzunOhqd6ssaHx8ftaPgmFJRHL/qji0fHx+9281XpUoVswXzffnll/j666+NNlWUrsCZWbNmYc+ePZLz3cGDB3Hw4EEoFArUqVMHgYGBCAgIQMuWLVGjRg2j9A2AwXXZ2trCx8dHNKqy6v1LPnXn90ePHqnNN5Sm87vq6BuAee6rDPXdd9/h2LFjovud3Nxc7Ny5Ezt37oS1tTUaNWqE5s2bIyAgAK1atZKMSmtqb9L1y5yK6t5c9bjMyckx+siIprgfK+pjXXWfLFmyZKGu77Vr1xYFz+Tl5eHZs2d6/UipKK73lni8e3h4GNy+JTHX9So1NRWjR4+WBLkURkpKymsXzNe+fXtRMF9+QJXqfZSuYL7vv/9emT548KDk+depU6eQnp6usQ51LPF8ZOzj8sKFCwgKChKNeggAH3/8Mb777juLGNW7ffv2omC+M2fOqA1sLfgd1MrKSjSCbPv27ZXBfMCrfUTO9Lu69pHiem03pqtXr0qOlT59+mh9Zm1JOM0uEREREREREalVrVo1eHl5ifIuX74sCtwDpNPD6prqR/X/1U0vqy6vsMF8ljx9QlpamuQFSsGpNoqKJW+jfKmpqZKpiFxcXApVp+q2Vg0WfFMVxf5QFA9/NU1TYwlUz6dA4fZndecNS9mfLWFdVV94nDt3ThJ0pTp1ruqLFNU61L1YUZ0CqahH5QOK5vhV95lqmw5Ml8KULYzx48djzpw5RgvkA3QH/pctWxaHDh1Co0aN1P6/IAi4du0aVq1ahdGjRytHJx43bpxkyixDGPNz0jQKoTnP7+rOBea4rzKUr68vDh06JJnOLF9ubi7Cw8Px008/4f3334ePjw+qVKmCqVOnFtnowpZwTn8TFNW9eXG9HyvqY111vy/sdcsY+725rvfmPt7NPTqpsZjjepWamopOnToZNZAPMN2PHs1J3T286neFFy9eICwsTJn28PBA/fr1lWnVqViPHDkimm4VkH6fyB/xTRtLPB8Z+7i8evWqJJBv8uTJWLx4sUUE8gHSfSQ7O1vyPPPOnTui0aVVp9aV8/1SNa9atWo6f8hRXK/txvTkyRNJXt26dc3QE8MwmI+IiIiIiIiINGrdurUonZeXh2PHjonyVB9UqZZR5e3tLXroFBMTI5kuQrVOhUKhM0iwOFN9QAngtftVu7GkpaVJ8lSnuNSXanl1bZBpqHs5+CYx9v6srqyl7M+q/VAoFChVqpTB9RmyrqovSnJzcyUjwWobWQOQBvepLn/r1i3JKAjmCOYrCuqC3wq+rNSXOaY62rhxI1asWCHJd3V1xciRI7F27VocP34ckZGRePbsGTIyMiAIguiv4EiO+qhSpQrOnj2LX375RdZIeU+fPsUvv/yC1q1bIyAgQO0oxnIZ8zyj6bgz5/ld3X1VYe8VilqjRo1w7do1fPvtt5If16gTGRmJ77//Ho0bN0b79u1x6dIlk/bvTbp+vQmK6/1YUX+HUt0njf0dRF0blsASj3cbm9dj8kFzXK8+/vhjUfBZvurVq2PKlCnYtm0bzp49iydPniAlJQWZmZmSe59169aZtI+Wonz58qhTp44oT/Xe/+jRo6JAxnbt2okCzRwcHERTmyYmJuLixYta61QNAFTHEs9Hxj4u1dWXf29uKQICAiSBlKqfp67vl9WrVxc9I7106ZJkNLkjR45orUOd4nptNyZ1AamGjnpsDgzmIyIiIiIiIiKNdE21m5eXJ3mQJifoTnWZgnU+efJENH0bANSpU+e1mUpHHXW/YH7+/LkZemL5nJycJHkvXrwoVJ2q5dW1QaZhb28vybt06ZLkhVFh/tSN9GkpjL0/qytrKfuzaj8EQZBMJ6UPQ9bV399fMupEwZcrgiCIrke2trZo2bKlaHnVKXOvXr0qmiJNdVS+/Kl5X0fqRgApTBCCuhfappSdnY3p06dL8j/99FM8evQIq1evxvDhwxEUFARvb2+4uLjAzs5OsnxhRqSwsbHBmDFjcOvWLYSHh+Orr75Cx44ddY5sEh4ejnbt2mH+/PkGtWvM84ym407d+X3Xrl1GPb9HRkaqbVvd9ivsvYI5lCpVCtOnT0dUVBSOHj2KWbNmoVWrVmq3bUGHDx/GW2+9JZoa0NjepOvXm0B1n2rYsKFRj1VBEDBs2DCj97uov0Op7pPG/g6irg1LwOPddIr6enX16lVJIJ6joyM2btyI27dv4/vvv8eAAQMQEBCAChUqwNnZWW1QmaWPxmVM7dq1E6VDQ0NFMwXoCtQCpD8GKji6X2pqKsLDw7W2qc6bcD56++238e6774ryUlNT0blzZ/z3339m6pWYtbW15PmmvsF8qnmCIIi+U16/fh0xMTGi5eXsI8X12m5M6kYMLQ4zkuRjMB8RERERERERaaQumK9gYMzFixdF06v5+fmhQoUKOuvVNtWuupFmCjvFrqVzcnKSPCTnr2jVc3Z2hrW1tShP0xR/cqmWL06/1C3u3NzcJHmGjnJVHKmbzqgw+7O6spayP1vCulpZWUmuJwVfrly8eFE0CkKLFi3UBs1omwpJ9WVN/fr14e7urrVfxZW6z7Qw0zkVxVRQBR09elTyYmzixIlYsGCBzmCpgow1FWjjxo3xv//9DwcOHMCzZ89w5coVLF++HP3791f7sl8QBMyaNQubNm3Suy3V6aULU1bTVIvmPL+XLVtWklec76sUCgVatWqFefPm4ejRo0hNTcW5c+fw/fffo2vXrmr316ysLIwcOVIyoraxWMI5nYxH9XgtLvdiRX2sq+73hTmXAsVnv+fxbjpFvQ9v3boVeXl5orwNGzbgnXfe0Wva0jdpGnTV+/6UlBScO3dOmdY3UEu1TEhIiCg4UFMdqt6E85G1tTV+++03jBs3TpSfnp6OHj16YNeuXebpmArVz+v69et4+vQpgFc/gC74vNPe3h4tWrTQWYe275dWVlayfixWXK/t9H8YzEdEREREREREGvn4+MDHx0eUd+XKFeXDW9URr+ROhastmE/dKFqvezAfAJQrV06Uvnr1qpl6YtkUCoXkpcfNmzcNru/Fixd4+PChKE9dAAKZhup+D7w6x7wp1AV5FWZ/vnHjhiTPUvZnS1lX1Rclt2/fRnR0NAB5L+PU5eeXy83NlVzDXtcpdgGonfrT0GuXIAi4du1aYbukl4KjogCvXoz973//07ueiIgIY3VJ1Jd69erhww8/xPbt2xEXF4fNmzfDz89PsuyMGTOQk5OjV/137twxqF9ZWVmS0fA0jZxszvN7+fLlzdZ2UbCxsUGTJk0wZcoU/P3334iLi8PPP/8MT09P0XK5ubn45JNPTNIHSzmnk3GoHq8pKSmS+2NLVNTHuup+n5WVhfv37xtcn+p+b2VlZfbgGXV4vJtOUe/Dqvc+derUQd++ffWuxxT3PpaqdevWkule8+/94+LiRPevfn5+qFy5sqQO1alYT5w4gZcvX4rqyufu7o4GDRro7Nebcj5SKBRYuXIlpk2bJsrPysrCgAEDsHnzZjP17P+o+76X/7mGh4eLAnRbtmwJW1tbyfKq0zNrC+Zr1KiRrM+muF7b6f8wmI+IiIiIiIiItFINpBMEAUePHgUgDbxr3bq1rDp9fX1RqVIlZTo2Nlb5QkC1ToVCITtIsDhr3ry5KB0fH2/wy/bXnb+/vyj96NEj0TSX+jh//rxkdILGjRsb3DfSz1tvvSXJ++eff8zQE/Pw8/ODo6OjKE91miV9FBwlIp+l7M+qxy1g3HV1cXERTX+ribaXLXKD+dq2bQsrq/97tF7wZY3qqBavczBf06ZNJXlhYWEG1XXjxo0in2Y3P4gzn5+fn9oANF1Onz5trC5pZGtri8GDB+P8+fNo1KiR6P8eP36s93Y/f/68Qf24cuWKZLoqTeeY+vXrS6Yl/vfffw1qV1+q91QAcPLkySJp2xwcHR0xduxYXLhwQRJke/bsWcm+bgymPqcDlnP9ehOoO58Xh/uxqlWrSs7bp06dMll7xtzvs7KyJEFbdevWVTulqbmZ+nhXKBRq23gTFPX1SvV60LJlS4PqKYp7H0vh5OQkOUfmB0UeOnQIgiAo8zXd91tbW4uelb18+RInTpxQ1lFQ27ZtZY2S+KadjxYtWoQvvvhClJeTk4P33nsPv/76q5l69UqtWrVQsWJFUV7BfaQgTfuIu7s76tevr0xHRkbi3r17yMnJUT5/1VWHquJ6bTempk2bYsmSJaK/Jk2amLtbsjGYj4iIiIiIiIi0UjcqXv5UIMePHxfl6xN0p7psSEgIHj9+jHv37onyGzRoYBG/CDY1dYGQv//+e9F3pBgIDAyU5O3YscOgurZv3y6rfkujOjoAAMn0PMWBt7c3qlWrJso7e/bsGxPIam1tLXnIfuvWLVy/ft2g+ix5f1Y3nZChx+358+cl0wQ1a9ZM1ouv6tWrw9vbW5R36NAhZGZmKl+qAa+mrtIUSOLq6ioKqHr06BFu3boleVlTsmRJtGrVSmefiqsaNWpIrs9btmwRvdSUy5CpYgur4JTKgGFTiWVnZxfpFF+Ojo6YM2eOJF/fUXwM7fPOnTslec2aNVO7rJ2dHYKCgkR5MTExOHz4sEFt66Nly5aS6+TmzZtNep20hOtyuXLlMHXqVEm+KUZ7LleuHKpWrSrKCwkJMWjqxaysLOzZs0eU5+joKHqpbaks4XM3hg4dOkjyNm7caIae6E/1O+WTJ09Mdp4x5neQvXv3Kkfm0la/JfD395cEZ+/atcugfT02NlbyDEHd/YSpWcqxW9TXK2Pc+1y9erVQIzMWR6rBU2FhYXjx4oXk3l/duVRTHYcOHcLjx49x69Ytrctp8iaej2bPno3vv/9elJeXl4cxY8ZgyZIlZurVK+3atROl869Dhd1Hzpw5g7S0NK3LaVKcr+3GUrt2bUyePFn0V7NmTXN3SzYG8xERERERERGRVuqC+UJDQ3Hx4kWkpKQo86pVqyb5Nao26qbaDQkJkdX+66h79+6SB/m//PJLkY9UVBx06tRJkrdq1SrJCHu6pKSkSKZlKVGiRLHY55ycnCR5z58/N0NPCq9Xr16idF5eHr788ksz9aboqduff/75Z73rOX78uGSa0vr16xs00pgpVKpUCbVq1RLlhYeHGzRC2IoVKyR5HTt2lF1e3cuWkydPIiMjQ5mnOvqeKnUvW1SDB5o3b45SpUrJ7ldxo1AoMGDAAFHew4cPsXXrVr3qefbsGVavXm3Mrsni4OAgSqu+4JZj8+bNiImJMVaXZFH3Aqrg/Zgcp0+f1jtoODMzU/IjAxsbG60vFFXP7wAwd+5cvdo1hKOjo+Q4j4qKwrZt20zWpqVcl42xf8ilev3KzMzEunXr9K5n69atSExMFOW1bdsW1tbWhepfUbCUz72w3nrrLcn9wokTJyRBCJaoT58+krxFixaZpK2mTZvCxcVFlLd37148efJE77oKey9TlNR9P3r69KlBgeGrVq2STA1vjvW2lGO3qK9Xxrj3UQ2mehOo3utkZWXh2LFjont/a2trrc8R5Hx3ULecJm/q+WjKlClYtWqV5Hvaxx9/jHnz5pmpV9LP7fHjx7hw4YJotFhdUyjL2UfU/VhGk+J8badXGMxHRERERERERFpVqlRJMnLWtWvXJL/61XcqXHXBfKpT7AJvTjCfl5cXhgwZIsqLj4/HBx98YKYeWa6mTZtKpsa4cuWK3gFQ//vf/yQjyAwcOBAeHh6F7qOpOTk5SYI/IyIizNSbwpk6dapktI9NmzbpHRBUXI0YMUKy/j///LNeI23l5ORg4sSJknx1eeY0fvx4Sd6ECRP0Gsnt7NmzWL9+vSjPwcEBw4cPl12H6ouS2NhYyWgOul6kqY50sGfPHsnUfq/zFLv51F2jPv74Y8TFxcmuY8qUKYiPjzdmt2SpUKGCKH3nzh1ERkbKLh8bG4tp06YZuVe6qQsedHd317ueSZMm6bX8woUL8ejRI1Fer169JNuxoJEjR6J8+fKivBMnTuDbb7/Vq21DzJgxQ5L30UcfmSz4skyZMpI8c1yXjbV/yKHunD5v3jy9tnFqaqraz8rSrl+aWMrnXlg2NjZqP4eRI0ea5fysjwEDBkhGiTxw4IBJpl20tbXFqFGjRHmZmZmYPHmyXvXs2LEDR44cEeV5e3ujZ8+ehe2iyag73qdNm4b09HTZdURFReGbb74R5SkUCrV1m5olHbtFeb1SvWYfOnRIrx/EHTp0CBs2bDB2tyxes2bN4OjoKMpbsWIFHj58qEw3adIEpUuX1lhHzZo14eXlpUxfvHhR8n3X19cXPj4+svr0Jp+PRo8ejY0bN0qeh8yePVvt8VQU1H3vmzNnDjIzM5VpXVMot2rVCra2tsr0kSNH8N9//4mWadGiheTZgSbF+dpOrzCYj4iIiIiIiIh0Ug2oEwQBy5cvF+WpmyZWGz8/P9HD5Pj4eMnDTCsrq9d6ikJVM2fORIkSJUR5mzdvxscff6z3tIW5ubmIjo42ZvcsyscffyzJmzZtGo4ePSqr/Nq1ayW/QFcoFJgyZYpR+mdqVlZWqF27tijvwIEDeo9OaAkqVKig9iXeiBEj8OeffxpUZ25uLrZu3Yr//e9/he2eybm5ueH9998X5eXk5KBfv36yXuIJgoBRo0bh8uXLonwPDw+8++67Ru1rYQ0bNkwynVdYWBgmTJggq3xUVBT69+8v2c9HjhwpGZlCm3bt2klepOzbt0+U1jYFEgAEBQXB3t5emT548KDoZU1+O6+7Bg0aSF72xcTEoH379jpHBsnNzcXUqVPN9lK4ZcuWkjy5LwCTkpLQvXt3g0a02bNnD9atWyfZX+RaunSpJE/bKB+aHD58GLNmzZK17D///KN2tJOPPvpIazl7e3u15+HPPvsMy5Ytk9dRNf799198+OGHWpdp06aN5DNOSEhAx44dJUGJcugK9Kxbt64kb//+/Xq3s379evz5558GTbGYnZ0tubexsrJS2zdjqFOnjmTknpSUFPTp00cyJZw6mZmZ6N+/v+RaV79+/WITDF2vXj1JniGfuyX44IMPUKlSJVHew4cP0aVLF4OOGeDV97tZs2bh4MGDxuiiWtbW1mrPMxMnTjTohyGpqalap4ueMGGC5Pva9u3bZY8GePHiRUkADvAqwNqSR6Ps2rWrZOTPyMhIDBkyRDLSnjrPnj1Dr169JMF/PXr0gJ+fn1H7KoclHbtFeb1SbSciIkL2D+IuXLiAwYMH6/1c4nVQokQJybbT97sDIP5ukJeXJ9nn9P3u8KaejwBg8ODB+PPPP0XBb8CrH598+OGHRb6fVqhQQTIKvb77SKlSpdC8eXNl+tmzZzh58qRoGX33keJ6bTeWuXPnQqFQiP6KYpRwY2EwHxERERERERHppG50PNVpaPQdmQ+AJFBPtU5/f3+tv25+3dSsWRPfffedJH/JkiVo164dwsPDddYRExODpUuXokaNGlizZo0pumkRBg8ejK5du4ryMjIy0K1bNyxbtkxjUNvLly8xc+ZMjB49WvKAd/LkyWjcuLHJ+mxsgYGBovTt27cxatQoREVFmalHhvvqq6/QtGlTUV56ejr69++PUaNG4f79+7LquXbtGmbPng0/Pz+8/fbbkgA3S7VgwQLJQ/Z79+6hRYsWWqfBefz4MXr16qU2GGrVqlWyf7VfVBwcHLBy5UpJ/ooVKzBgwADExsZqLLt//34EBQVJgpR9fHz0npbZw8NDa3CLj48PfH19tdZha2uLFi1aaPx/Z2dnyT79uvr5558lI9xcvXoVtWrVwjfffCM5J6Wnp+PPP/9EQECAcqq2EiVKFPn5t3PnzpJp9rZt24ZRo0bhxYsXGsv9999/aNasmfKa7OzsrFe7ERERGDFiBCpXroyPP/4YJ06ckBWInZCQgKFDh+Kvv/4S5fv5+SEgIECvPuSfG+bPn4/Ro0drnIY1Ly8PP/zwA/r27Yvs7GzR/w0bNkzWDy7Gjx+vdjr1iRMnok+fPrLP0w8ePMC3336L+vXro0uXLjh27JjOMr/99pskgPjatWto0qSJ2qkeVWVlZWHfvn3o0aMH2rZtq3VZV1dXSaDLunXrsGTJEr2mub106RL69++PatWqYdasWbhw4YKsclFRUejZsyfOnTsnym/fvr1kdERjWrFiheQ4OnPmDFq1aqW177du3ULbtm0lL4JLlChRrO5f69atKzkHLFiwAOvXrxdN3V4c2NnZYdu2bZLAiPPnz8Pf3x/Lli2TtU75x837778Pb29vzJ8/32RTPecbMWIE+vXrJ8rLzMzE4MGDMXbsWDx+/FhnHdevX8enn36KypUrax0d2dvbG1999ZUkf/r06Rg/fjxSU1M1lv3tt9/Qrl07yfZo2rSpxY9GqVAosGbNGkmAz+7du9GxY0fcu3dPY9kzZ84gKChIcr53cXHBTz/9ZJL+6mJpx25RXa8GDhwoyZs0aRJWrFihMfgpNzcXy5cvR5s2bZQ/YtD33ud1oCvIXE4QujHqKOhNPR/l69mzJ/bt24dSpUqJ8leuXIlhw4YZ9MOIwrDEfaQ4X9sJsNG9CBERERERERG96XRNdVu1alXRlCFyBQcHax0x4U2ZYregjz76COfOncPGjRtF+SEhIQgICED9+vXRoUMHVK1aFW5ubsjOzsazZ89w8+ZNhIeHIzw8vFiOzmaIdevWoWHDhqIRXV68eIGJEydi0aJF6Nu3L2rVqgUXFxckJCTg0qVL+Ouvv9SOpOTv748FCxYUZfcLbcSIEZKRFNatW4d169bB3d0d7u7ukl/qN2nSBKtXry7KbspiZ2eHv/76C82aNZMEa61Zswbr169HkyZNEBwcDB8fH7i6uiI3NxfJycmIi4vDpUuXEB4eLutlrSVydXXFb7/9ho4dO4pe1j148AAdOnSAv78/evToAR8fH9jZ2SEmJgbHjh3Dv//+i5cvX0rqUxc8YykGDhyIAwcOYO3ataL8HTt24O+//0aXLl3QsmVLlC9fHi9fvsSDBw+wZ88eXLp0SVJXiRIlsHHjRoOCvtu3b4+rV69q/D+5dWgKtmzdurXFj2hhLBUqVMDvv/+Ovn37IisrS5mfmpqKmTNnYubMmXBzc4O7uzvS0tIQGxsrCQybP38+rl+/jvPnzyvzTL39ypQpgylTpkiCQdesWYNdu3ZhwIAB8Pf3R5kyZZCcnIyIiAjs27dPtN9YW1vjxx9/1Gua53xxcXFYsmQJlixZgrJly8Lf3x8NGzZE5cqV4eLiAnt7e6SnpyMqKgrnzp3DwYMHJS/bFAqFQSPcffnll5g+fToAYPXq1di2bRt69+6NgIAAeHh4IDk5Gbdu3cKff/4pmkIun7e3t2Rqak0UCgU2btyoNpBj165d2LVrFxo0aIDWrVujevXqKFu2LAAgOTkZCQkJuHLlCs6fP2/Q9Ic+Pj7YtGkTevbsKdrnYmNjMXbsWMyaNQsdOnRA48aN4e7uDjs7OyQnJyM6OhoXLlzAiRMnlC8qvb29dbY3YsQI5XYFXgVAfPzxx5g6dSoqVaqE0qVLS/brcePGYdy4cZK6IiMjMX/+fMyfPx8VKlRQ7h+enp5wcXFByZIl8fz5c0RGRuLUqVMIDQ2VHFe2trZYvHixXttMX76+vli+fLlkhNlLly4hICAALVq0QOfOneHl5QVra2s8fvwYhw4dwpEjR9QGp3z99ddo0qSJSftsTCVKlMC7774rGhHxxYsXGD58OEaNGgUvLy84OTnByko8tsqXX35pkVMYNm/eHKtWrcKwYcNEgT3x8fGYOHEiPv/8cwQHB6NZs2bw8PCAs7Mznj9/juTkZERGRuL8+fO4ePGi1oBoU1m7di1u3ryJGzduKPMEQcCqVauwbt06BAYGok2bNvD09ESZMmXw4sUL5TkmLCwMd+7ckd3WtGnTcPDgQck9wIoVK5TnnICAAJQrVw6pqam4d+8edu7cibt370rqKl26NDZt2iSZLtISBQYGYs6cOZg9e7YoPyQkBLVr10a7du3Qtm1bVKxYUTlK/P79+3Hq1ClJoJhCocAvv/yCypUrF+UqKFnasVtU16t27dqhVatWooD4nJwcjB8/Hj/++CP69OmD2rVrw97eHvHx8bh27Rp2794tGm25XLlymDp1quh69ybQ9v3AwcFBNKKaIXVYWVnp/OGAOm/q+Shf+/bt8d9//6Fbt26i4LLffvsN6enp2Lx5s+SZiCn7oilAuVq1arLuJdu3b69x5OwyZcoY9OOn4nxtf+MJREREREREREQy1KxZUwCg9m/48OEG1Xn9+nWNdQIQ9u/fb3B/VeuaM2eOQfUMHTpUVI+3t7fOMg8ePJC0v27dOtlt5ubmCtOmTdO6beT86Vpnb29v0fJDhw6V3ceC5syZI2m7qNy/f1+oXr16obZTUFCQkJSUpFe7xtp2hTV8+HC91jU4OFhtPcb6DAu778fExAitWrUq9L6f/9etWzeD1kMf69atk7T74MEDg+rav3+/4ODgUKh1njhxopCbmyu7zeDgYFn7iLHKCYIg5OTkCKNHjy7Uejo7OwuHDh2S3aaqv//+W2PdW7dulVVHeHi4xjqWLl2qd59CQkIk9YSEhOgsZynH7759+wQ7Ozu9P8upU6cKgiAI77zzjii/YcOGBq2HPrKysiT7stw/hUIh/PLLL3pvtyVLlhjl/KZQKIQlS5boXEd1+0deXp4wcOBAg9qtVKmScP/+fb23dWpqqtCvXz+jrDsAoU6dOrLbDgkJEVxdXQvVnpz7vxcvXgh16tTRq17Ve7VJkyYZZfvY2toK27Zt0/NTMtyaNWsEGxubQu3P33zzjV5tGnrONLaYmBihfPnyeq2vpnOEpdyb79u3TyhTpozRjtft27cbtB76SkpKEtq1a1fo/srZj168eCF07969UO14enoKly5dkr1+lnK9/+KLLwq13iVKlBA2btwouz1THevGPHaNpSiuV1FRUUK5cuUMqtvZ2VkIDw83+PuPIc9WClPOmPLy8jRuty5dusiup27dumrr8Pf3N7hvxfl8VFBhroHnz58X3NzcJH3q2rWrkJGRUei+yZGSkqLxXuiDDz6QVUdOTo7g4uKito6+ffsWqn9FfW039NxtzHO+uv3U0GfD5sBpdomIiIiIiIhIFm2j5LVu3dqgOmvXrg13d3e1/2djY4OgoCCD6i3urKyssGjRImzZsgU+Pj4G1aFQKDRu29dJ1apVcfLkSQwcOBAKhUKvsiVKlMDEiRNx8OBByRSRxcXKlSsxadIkyagRxVX58uVx+PBhfPXVV5KppvRVq1YttVNJWbL8qSMNGZWobNmyWLlyJZYuXWrx+4O1tTVWrVqFH3/80aBjr1mzZjhx4gTatWtncB+Cg4PVjtKgUChkj4rRqFEj5ShiqvSdAul10K1bN1y5ckX2upcrVw6bNm1STi//7Nkz0f8bMuKivkqUKIHdu3eje/fuepVzcXHBtm3bMGbMGL3bLFu2bKFHPPH29sbu3bsxefJkg8orFAps2rRJ7Yhw2rRo0QJHjx5F1apV9W7TyckJO3bswMqVK1GxYkW9yxdUuXJlvUZDbN26Nc6ePav351xQuXLldC5TqlQpHDhwAB06dDC4HQ8PD73vZ1TVrVsXR44cwYABAwpVjz5GjBiBf/75B35+fnqX9fLywo4dOzBjxgwT9Mz0ypcvjyNHjhT5VOGm1K1bN5w/fx59+vQp1P5oY2OD7t27o379+kbsnWZlypTBv//+i7lz50qmf5bLzs5O1hSipUqVwq5duzBr1izY29vr3U7nzp1x+vRpNGjQwJBumtXs2bPxxx9/wNPTU++ytWvXxsGDB/HOO++YoGf6scRjtyiuV5UrV8aRI0dQo0YNveqtUaMGTp06ZVHbqyhp+46gz32/pmUL893hTT4f5fP398fRo0dRoUIFUf7+/fvRtWtXPH/+3OR9cHZ2RkBAgNr/k/v5Wltba3y+Wtjvl8X12v4ms+ynOkRERERERERkMbQF8wUHBxtcb6tWrdTmN27c2OCXMK+LQYMG4c6dO/jll18QHByMkiVL6ixTv359zJw5E7dv38b48eOLoJfm5+7ujq1bt+Ls2bMYNGiQzuCgChUqYPTo0bh58yaWLl0KOzu7Iuqp8dna2uKHH35AZGQkFi5ciL59+6JGjRooW7asrP3FEtnY2OB///sfoqKisHjxYgQFBclaFxsbGwQGBmL27Nk4e/Ysbty4IZn2rzjw9/fH2bNnsXXrVrRv3x62trZal69duzZmz56N+/fv6x2YY24fffQR7t+/j1mzZqFmzZpal7Wzs0OHDh3w559/4vTp06hXr16h2nZwcECzZs0k+Q0bNoSbm5usOjRNh+Xp6YlatWoVqn/FVfXq1XHw4EGcPXsWn3zyCQICAuDp6YkSJUrAwcEB1atXx4ABA7BhwwZERkZiyJAhyrJPnz4V1VXYgF65SpcujT179mDTpk06X0p5eHjgk08+we3bt9G/f3+D2nvvvfcQHx+PP/74AyNHjkStWrVkvVCzsrJCq1at8PPPP+PWrVvo0aOHQe3ns7GxwcqVK3Ho0CG0bdtWaxBwo0aN8Ouvv+L48eMGBfIVNG7cOERERODXX39F+/btUapUKZ1lrKys0KhRI3zyyScICQlBZGQkpk6dqle7vr6+2Lt3L8LCwvDOO+/I+sGDh4cH3nnnHezduxenT5+W1U7FihXx33//4fz58/j000/RqVMn+Pj4wMXFRVYQ52effYanT59i7dq1eOedd1ClShVZ7ZYoUQJdunTBpk2bcOnSJQQGBsoqZ0zt27fH9evX8csvv6BFixZap8pWKBRo3LgxFi9ejDt37qBv375F2FPjq1WrFs6dO4ejR49i8uTJaNOmDSpVqgRnZ+diO+V6lSpVsHPnTly/fh3jxo2Dr6+vrHKurq7o168ffv75Zzx69Ah79+41KMjTUDY2NpgzZw4ePHiAzz//HPXr19d5ji1ZsiRat26NJUuW4PHjx/D395fVlrW1NebNm4e7d+/io48+0vkjLEdHR/Tq1QtHjhzBP//8Y7YpZo3h7bffxr1797Bw4UL4+/tr3cb5P9JbvXo1rly5UqhnB8ZmicduUVyvateujfDwcMyfPx/ly5fXumytWrWwdOlSXLlyBXXq1JG9Hq8jYwTiaQr4L2yg1pt8PspXu3ZtHD9+XLLuISEh6NChg+SHQ6ag7nO0srLS+jxVlan2EaD4XtvfVApBUJmknoiIiIiIiIiILNKLFy9w5swZxMTEICEhAWlpaXBwcICLiwuqVauG2rVraxwl6k2Sm5uL8PBwREZGIj4+HqmpqXBxcYGHhwf8/Pz4C+JiKD09HeHh4Xjy5AkSExORnJwMW1tbODk5wcPDAzVq1EC1atWKbQCjNi9evEBYWBhiYmIQFxeHrKwsuLm5wcPDA40aNYKXl5e5u2g0UVFRuHTpEuLj45GQkICSJUvCw8MDnp6eaNasmaygHyqeMjIyULp0aWRnZyvzPv/8c3z55ZdF3peHDx/i9OnTiI2NRWpqKuzs7ODp6Yk6derICgoxREpKCu7evYuIiAjExcXh+fPnyM3NhZOTE1xcXODn54d69erBwcFB77rnzp2LL774QpSn7rVQQkICwsLCcP/+fTx//hzOzs6oUKECGjVqJPtFnyGysrJw/vx5PHr0CAkJCXj27BlsbGzg5OQENzc3+Pn5wc/Pz6CRZrQRBAGXL1/G/fv3ER8fj6SkJGW7Xl5eqFWrFqpWrWqSz1tfiYmJyv0jISFBObqMk5MTXF1dUatWLdSpU0dn8HdRS05ORlhYGGJjYxEfH4/c3Fy4u7ujXLlyCAgIgIeHh7m7SHp69OgRLl++jISEBCQmJiIjIwOOjo5wdnZG5cqVUbNmzUKPvGkKT58+xYULFxAXF4eEhARkZWXB0dERbm5uqFGjBmrVqmW0e4zbt2/j+vXriI+PR2JiIhwcHODu7o7KlSujadOmr+W9KgDExsbi3LlziIuLQ3x8PKytreHu7o7y5cujWbNmRTLa7uvK1NcrQRBw9epVXLx4EQkJCcjIyICTkxO8vb3RsGFDg2cKIPN7U89HpJ/iem1/EzCYj4iIiIiIiIiIiIiIzGbXrl3o06ePKG/v3r2FmmaOXpEbzEdERERERESWgdPsEhERERERERERERGR2SxatEiULlGiBJo3b26m3hARERERERGZD4P5iIiIiIiIiIiIiIjILBYtWoRTp06J8vr27ctp44mIiIiIiOiNxGA+IiIiIiIiIiIiIiIy2MmTJ7F+/XpkZmbKLpOXl4d58+bh008/lfzfhAkTjNk9IiIiIiIiomKDwXxERERERERERERERGSw6OhoDB8+HJUqVcKoUaOwa9cuREdHq132zp07WL58OWrVqoXZs2cjLy9P9P+jRo1CUFBQUXSbiIiIiIiIyOLYmLsDRERERERERERERERU/CUkJGDNmjVYs2YNAMDJyQlly5aFo6Mjnj9/joSEBDx//lxj+fr16+PHH38squ4SERERERERWRwG8xERERERERERERERkdGlpaUhLS1N1rJdu3bFH3/8gVKlSpm4V0RERERERESWi9PsEhERERERERERERGRwfz8/NCkSRODytaqVQvr16/H3r174ezsbOSeERERERERERUvHJmPiIiIiIiIiIiIiIgM5u/vj3PnziE6OhpHjx5FWFgYbt26haioKCQkJCA9PR2CIMDFxQWurq7w9vZGUFAQgoOD0bJlSygUCnOvAhEREREREZFFUAiCIJi7E0RERERERERERERERERERERERERvMk6zS0RERERERERERERERERERERERGRmDOYjIiIiIiIiIiIiIiIiIiIiIiIiMjMG8xERERERERERERERERERERERERGZGYP5iIiIiIiIiIiIiIiIiIiIiIiIiMyMwXxEREREREREREREREREREREREREZsZgPiIiIiIiIiIiIiIiIiIiIiIiIiIzYzAfERERERERERERERERERERERERkZkxmI+IiIiIiIiIiIiIiIiIiIiIiIjIzBjMR0RERERERERERERERERERERERGRmDOYjIiIiIiIiIiIiIiIiIiIiIiIiMjMG8xERERERERERERERERERERERERGZmY25O0BERERERERERSs5ORlHjx5Vpr28vGBra2vGHhERERERERERERERmV9mZiaio6OV6eDgYLi4uBRZ+wzmIyIiIiIiInrDHD16FL179zZ3N4iIiIiIiIiIiIiILNquXbvQq1evImuP0+wSERERERERERERERERERERERERmRmD+YiIiIiIiIiIiIiIiIiIiIiIiIjMjNPsEhEREREREb1hvLy8ROldu3ahWrVqZuoNEREREREREREREZFluHfvHnr37q1Mqz5PNzUG8xERERERERG9YWxtbUXpatWqoU6dOmbqDRERERERERERERGRZVJ9nm5qnGaXiIiIiIiIiIiIiIiIiIiIiIiIyMwYzEdERERERERERERERERERERERERkZgzmIyIiIiIiIiIiIiIiIiIiIiIiIjIzBvMRERERERERERERERERERERERERmRmD+YiIiIiIiIiIiIiIiIiIiIiIiIjMjMF8RERERERERERERERERERERERERGbGYD4iIiIiIiIiIiIiIiIiIiIiIiIiM2MwHxEREREREREREREREREREREREZGZMZiPiIiIiIiIiIiIiIiIiIiIiIiIyMwYzEdERERERERERERERERERERERERkZgzmIyIiIiIiIiIiIiIiIiIiIiIiIjIzBvMRERERERERERERERERERERERERmRmD+YiIiIiIiIiIiIiIiIiIiIiIiIjMjMF8RERERERERERERERERERERERERGbGYD4iIiIiIiIiIiIiIiIiIiIiIiIiM2MwHxEREREREREREREREREREREREZGZMZiPiIiIiIiIiIiIiIiIiIiIiIiIyMwYzEdERERERERERERERERERERERERkZgzmIyIiIiIiIiIiIiIiIiIiIiIiIjIzBvMRERERERERERERERERERERERERmRmD+YiIiIiIiIiIiIiIiIiIiIiIiIjMjMF8RERERERERERERERERERERERERGbGYD4iIiIiIiIiIiIiIiIiIiIiIiIiM2MwHxEREREREREREREREREREREREZGZMZiPiIiIiIiIiIiIiIiIiIiIiIiIyMwYzEdERERERERERERERERERERERERkZgzmIyIiIiIiIiIiIiIiIiIiIiIiIjIzBvMRERERERERERERERERERERERERmRmD+YiIiIiIiIiIiIiIiIiIiIiIiIjMjMF8RERERERERERERERERERERERERGbGYD4iIiIiIiIiIiIiIiIiIiIiIiIiM7MxdweIiIiIiIiIyLzq1jV3D4iIiIiIiIiKhiCYuwdEREREmnFkPiIiIiIiIiIiIiIiIiIiIiIiIiIzYzAfERERERERERERERERERERERERkZkxmI+IiIiIiIiIiIiIiIiIiIiIiIjIzBjMR0RERERERERERERERERERERERGRmDOYjIiIiIiIiIiIiIiIiIiIiIiIiMjMG8xERERERERERERERERERERERERGZGYP5iIiIiIiIiIiIiIiIiIiIiIiIiMyMwXxEREREREREREREREREREREREREZmZj7g4QERERERERkZl5pQC2SebuBREREREREZHJKaqbrm7hrqvpKiciIqI3AkfmIyIiIiIiIiIiIiIiIiIiIiIiIjIzBvMRERERERERERERERERERERERERmRmD+YiIiIiIiIiIiIiIiIiIiIiIiIjMjMF8RERERERERERERERERERERERERGbGYD4iIiIiIiIiIiIiIiIiIiIiIiIiM2MwHxEREREREREREREREREREREREZGZMZiPiIiIiIiIiIiIiIiIiIiIiIiIyMxszN0BIiIiIiIiIjIz7xTAKcncvSAiIiIiIiIq1hRd+d2aSC5hfzVzd4GIyCJxZD4iIiIiIiIiIiIiIiIiIiIiIiIiM2MwHxEREREREREREREREREREREREZGZMZhPTzdv3sTHH3+Mpk2bws3NDSVKlIBCoVD+hYaGmruLZCZz587lvkB6iYyMFO0zw4YNM3eXjCozMxMbNmxA37594ePjA0dHR9H6tm7d2txdpP9v2LBhos8mMjLS3F0ymtatW4vWjUgf69evF+0/69evN3eXjOLhw4eYNWsWWrZsiXLlyqFkyZKv5XoWB6/z+fdN4uPjo/wMfXx8tC77up5XiIiIiIiIiIiIiIjIOGzM3YF8Pj4+iIqKUqZDQkIsLtBj7ty5mDdvHvLy8szdFSIii3b79m307t0bt27dMndXiIiogF9//RUTJ05EZmamubtCRERERERERERERERERCo4Mp9MK1euxBdffMFAvteYPiNqEJFmaWlp6NatGwP5iIgszP79+zF27FjZgXyhoaGiEcTmzp1r2g4WQ7x/JCIiIiIiIiIiIiIiImOymJH5LFlmZibmzJmjTCsUCkyYMAEDBw5EhQoVYG1trfy/8uXLm6OLREQW49dff8X9+/eV6Ro1amDWrFlo1KgRHBwclPl2dnbm6B4R0Rtr5syZEARBmR4yZAhGjhwJLy8vlChRQpnv5uZmju4RERERERERERERERERvfEYzCdDaGgo4uPjlekPPvgAS5cuNWOPiIgs1/bt25X/LlmyJA4fPoyKFSuasUdERHT79m1cuXJFme7atSs2bdpkxh4RERERERERERERERERkSpOsytDeHi4KN2/f38z9YQs2dy5cyEIgvKvdevW5u4SUZHLzc3FxYsXlelmzZoxkI/MKjQ0VHRuJnpT8X6WiIiIiIiIiIiIiIiIyPJxZD4ZYmNjRelKlSqZqSdERJYtJSUFmZmZyjTPl0REloH3s0SkU+UUoGySuXtBRERERERERERvCMVHZ83dBSL6/4SlTc3dBSqAI/PJ8Pz5c1G6RIkSZuoJEZFl4/mSiMgy8fxMREREREREREREREREZPle25H5EhIScOrUKTx69AgpKSkoW7YsatasiebNm+v98jIvL89o/RIEARcuXMCtW7cQFxeHzMxMuLu7o2LFiggKCoKjo6PR2gJe9f3s2bOIiIjA06dPkZmZCW9vbwwZMkR2HXfu3MGVK1fw+PFjZGRkwNPTEy1btkSVKlVktX3lyhUkJCTAwcEBXl5eaNu2LVxcXAxep5cvX+LGjRu4ffs24uLi8Pz5c5QqVQplypRBjRo10LhxY5QsWdLg+s0pLS0NJ0+exOPHjxEfHw9bW1t4eHigVq1aaNSoERQKhdHbO378OKKjo5GUlIQyZcrA19cXQUFBsLe3N2pb+vTpTd8GBV28eBG3b9/G48ePYWVlBU9PTwQGBsLLy8so9b98+RKnT5/Gw4cPER8fD0EQ4O7ujmrVqqFZs2awsdHvMmHM8yUAJCUl4cSJE3j69CkSExPh4OAAd3d3NGjQALVr1zZqWwAQFxeHM2fOICYmBgkJCXB0dETnzp3h5+entZyxt6OxPH78GCdPnsSTJ0+Qk5ODihUrokaNGvD39zdLf4wtKioKFy9eRExMDJKSkuDi4oI+ffrA09PTJO0JgoCzZ8/i7t27ePLkCUqWLIny5csjKCjIKKOcXbhwAdeuXcPTp09hb2+PihUrolGjRjqvt6aWnZ2Nmzdv4vbt24iJiUFaWhrs7OxQpkwZVK1aFU2bNkWpUqWM3q4x7+VUPX/+HKGhoXj48CFSU1NRoUIFVK5cGUFBQWYPcouNjcWNGzdw//59JCcnIysrCy4uLnBzc0Pjxo3h6+trUL3GPj8XVkxMDM6cOYO4uDgkJibC0dERHh4eCAgIQNWqVY3aljHuh83l5cuXOHHiBKKiohAXFwdnZ2d4e3ujVatWcHZ2NkobN27cwNWrVxEfH4/U1FS4urqiQoUKCAoKQtmyZY3SRmH7lpiYiGfPnsHOzg7u7u6oVasW6tevD1tbW73qe52/RxARERERERERERER0euh2Abz+fj4ICoqCgDg7e2NyMhIAMDNmzfx2Wef4e+//0Z2draknLOzM6ZOnYpPPvlEY6BOaGgo2rRpo7FtTS/VQ0JC0Lp1a7X/l5CQgK+//hobN25EfHy82mVKliyJtm3bYu7cuXjrrbc0tl/Q+vXrMXz4cGV63bp1GDZsGDIyMjBv3jxs2LABT548EZUpXbq06OVlweCo4OBghIaGAgD+/PNPLFq0CGfOnJG0q1Ao0KVLF/z000+SF645OTlYunQpvvvuO8TExEjK2tjYYPTo0fj6669lB/VFRERg27Zt2L9/P86cOYOsrCyNy9rZ2aFv376YMWMG6tevr7XeYcOGYcOGDZL8qKgorUFjQ4cOxfr160V5c+fOxRdffKFMa9sfVJ06dQpffvkljhw5ona/BQAPDw+89957mDlzpuwXq61bt8bRo0eVaUEQALwK8Pnss8+wY8cOpKenS8rZ2dlh7NixmDNnDsqUKSOrrcLiNvg/ubm5WLlyJZYtW4bbt29L/l+hUCAwMBALFy5EYGCgQW2cOXMG8+fPx6FDh5CRkaF2GWdnZwwePBizZ8/WGhyluo0L2rBhg9pjrOC5Rp39+/fj66+/xunTpzUGoFSuXBmjR4/GlClT4ODgoLGugjRdO44fP44vv/wSISEhyM3NFZVZsmSJxmA+Y25HYwoPD8cnn3yCo0ePKvf5gmrUqIEJEybggw8+gLW1tV51q543Hzx4AB8fH1llVa+vc+bMwdy5czUur+n6tGvXLixcuBBhYWGS9atYsSJ69+6tTGs6B6ij6Zqal5eHH374AcuWLcODBw/Ulm3ZsiUWLVok+/qdLy8vD7/++isWLFig3DcLUigUaNmyJWbPno127doB0LwfG1NMTAx27NiBvXv34tSpU3jx4oXGZW1sbNC5c2dMnz4dLVu2lN2GKe/ltK3XjBkzsH37drx8+VLy/25ubhg6dChmzZpVqB8e6CM3NxdHjx7Fjh07cOjQIdy9e1fr8pUqVcKHH36IDz/8EKVLl9a4XGRkpNZAUE33uuvWrRMdBwV98cUXonsdVbrufbKzs7FmzRqsWLECV69e1bhc9erVMW3aNIwYMUJWMLQx7of1Ycz7R02Sk5Px+eefY+PGjUhOTpb8v42NDYYMGYKvv/4aFStWlNt1pcTERCxatAgbN27E48eP1S5jZWWFwMBAzJkzB+3bt9e7DUNFR0dj4cKF2L59u2R66ILs7e3Rpk0bDB06FP369dN4PTPV9wgiIiIiIiIiIiIiIiJTeK2m2V23bh2aNGmCXbt2aQwGSk1NxZw5c9ChQwe1L8ZMYdeuXahatSqWLFmiMZAPALKysvDvv/+iWbNmGDt2LHJycgxq7+bNm/D398eCBQskLy7lyMvLw9ixY9G/f3+1gXzAq2CI/fv3IyAgABcuXFDmJyUlITg4GFOnTlUbyAe8CvZbuXIlgoODkZCQoLM/SUlJ8PX1xcyZM3H8+HGtL+CAVyNubN68Gf7+/li0aJHO+s0pOzsbI0eORIsWLXDgwAGN+y3wasSwxYsXw9fXF3v37jW4zf3796NBgwb47bff1AaxAa+24Y8//ojAwEBER0cb3JYc3AZiz58/R+fOnTFx4kS1gXzAq+Pv5MmTCAoKwueff65X/enp6RgyZAiaNWuGvXv3agxAA16dL3/55RdUr14dO3bs0KsdQ6WlpaFbt27o1q0bTp48qXUkqYcPH+Lzzz9H9erVNZ6r5Jg9ezZat26NQ4cOSQL5NLHk7fjtt9/irbfeQmhoqMbAtdu3b2PixIno3LmzZOpNS5aTk4NRo0ahT58+OH36tNbAPGOJi4tD27ZtMXXqVI2BfMCrgNCWLVti8+bNsutOTU1FmzZtMG7cOLWBfMCr4/3YsWPo2LGj1iAqY6tRowY++ugjHDx4UGsgH/Dqc9m3bx9atWqFjz/+2OD7F8C093KHDh1CrVq18Pvvv6sN5ANe/fhi8eLFaNiwIW7dumXIKujtxx9/RLt27bBy5UqdgXwA8OjRI3z22Wdo2LCh6B7M0p0/fx41a9bEBx98oDWQDwDu3r2LsWPHIiAgQGOgmS6FvR82p7Nnz6Jhw4ZYtmyZxn08JycHv/32GwICAnDlyhW96v/tt99QtWpVfPvtt1q3b15eHk6cOIEOHTrgvffe03kPXliCIOCrr75CtWrVsGzZMq2BfACQkZGB/fv3Y9CgQRrv1V7n7xFERERERERERERERPR6KrYj86navn07Ro4cqXyx7+3tjbp166J06dKIj49HWFgY0tLSlMufPHkSY8eOxdatW03ar7Vr12L06NGSgBRfX1/Url0bpUqVwsOHD3H27FlREMmqVavw8OFD7N27V6/pGZOSktC9e3dEREQAeDXaX0BAACpWrIisrCxERETg4cOHWuuYNm0aVq1aBeDViByNGjWCj48PFAoFbty4gRs3boja6927N27cuAEbGxt06tQJ4eHhAF6NbPHWW2+hQoUKyMjIQHh4uOiF4ZUrVzBq1Cjs2rVLa3/UBfN4eXmhRo0aKF26NOzs7JCSkoJbt27h/v37yn0gNzcX06dPh0KhwLRp03RvvCKWnZ2Nbt264eDBg6J8GxsbBAQEwMvLCxkZGcqp9vKlpKSgT58+WLt2Ld5//3292jx58iT69u2LzMxMAEC5cuXg7++PMmXKIDk5GWfOnEFiYqJy+Vu3bmHQoEE4ceIErKyMH/vLbSA1ePBgHDp0SJmuX78+qlWrBgC4d++e6IV9/kvv3NxcfP311zrrjo+PR+fOnSXBH/b29mjUqBE8PT1hbW2N6OhonDt3ThlIk56ejoEDB2L16tUYMWKEMVZTreTkZLRp0waXLl0S5dva2qJZs2aoUKECUlNTcfnyZdG5JCYmBm3atMHu3bvRoUMHvdr84YcfMG/ePGU6/9rh7OyM2NhYXLx4UVLGkrfjt99+i08//VSS36BBA+XUnAX3o0OHDmHw4MFmn0ZRrmnTpmHNmjXKdI0aNeDn5wcHBwfExMTg3LlzRm0vIyMD3bt3V9Zra2uLJk2aoGLFisjNzcXNmzdF18Ts7GwMGzYMdevW1TmiU0ZGBtq3by/ps62trfLa+eLFC1y/fh0PHjxAXl4e5s6dW2SjO6pee8uVK4datWrB1dUVpUqVQlpaGu7du4dbt26J7l+WLFmCrKwsLFu2TO82TXkvFxoaip49e0oCb729vVGvXj04ODjg0aNHOHPmDHJychAVFYVOnTrho48+0ns99KW6rUuWLImaNWuiUqVKKF26NHJzcxEfH4/Lly8jKSlJuVxkZCTatm2L8+fPGzz1blHZt28fBg0aJAmgr1ChAho0aABXV1e8ePECN27cEAU0Xrp0CW+99RbCwsL0msraGPfD5nLnzh0MHjxY+VmXKVMGTZo0gZubG168eIHw8HBRcGJMTAz69OmDK1euyBqldvbs2aLrHvBqBNAaNWqgevXqcHJywrNnzxAeHi76EdLGjRsRExODf//91yRTx+fk5ODtt9/Gn3/+Kfm/8uXLo169enBzc0NmZiZiY2Nx+fJlWcHor+v3CCIiIiIiIiIiIiIien29FsF8CQkJGDp0KARBQKtWrfDdd98hICBAtExGRga+/PJLfPPNN8q8bdu2YcKECZIp4Zo1ayYafWfatGmiF0vHjx9X+0KxfPnyovSlS5fwwQcfiF4iNWzYEMuXL5dMjRkfH4/PP/8cv/zyizLv33//xezZs2UF6eSbO3cu0tLSYGdnh9mzZ2PixIlwdHQULaNtZKHLly8rpyMcNmwY5s+fLwkcOH78OAYOHIinT58CeDUV1uLFixEXF4fw8HDY2triiy++wMSJE1GqVCllOUEQ8Ouvv2L8+PHKUXt2796N0NBQndPRlihRAr1790bfvn3RsWNHuLq6ql0uIiICixYtwi+//KJ8GTdz5kx06tQJ9erVkyz/3XffKad4DAoKUgYIVaxYESdOnNDYH9Vtaoj//e9/oiA2hUKBDz74AHPnzoW7u7to2ZMnT4pGssnNzcXYsWPRsGFDvaYA6927NzIzM1G/fn0sXrxYMmVaTk4Oli1bhmnTpimDM06fPo1NmzbhvffeM3RVNeI2ENuzZw+ePXsGAGjfvj2WLVuGGjVqiJa5ffs2JkyYIAr4W7BgAdq0aaM1kC0vLw+DBw8WBaB5enriq6++wpAhQ2BraytaPjk5GQsXLsS3336LvLw8CIKA8ePHo3HjxmjQoIFo2S1btihHuXr06JHonNqvXz989913kv7Y2dlJ8saMGSMK5CtRogQ+/fRTfPLJJ3ByclLm548MOn78eOVoZhkZGRgyZAguX74sO9gpLi4On3zyCQCgefPmWLJkiWSK1MzMTFFwpym3Y2GdOXMG//vf/0R5nTp1wk8//YTq1auL8m/duoXx48fjyJEj2LdvX5FPJW2ICxcuKK9P3bp1w6JFi1CrVi3RMmlpacpAXWOYPXs2EhISYG9vjy+++AIffvihJFjm7NmzeOedd3Dv3j0ArwL6pkyZgsOHD2ut+7PPPhMF8tnY2GDmzJmS/R14df778MMPceXKFXz00Ud6T41sCCsrK3Tu3BkDBgxAly5dUKFCBbXLxcTEYNmyZfjuu++UI14tX74c3bt3R+fOnWW3Z+x7uYKSk5Px7rvvigL5/Pz8sGLFCuXUxfkSExMxd+5cLFu2DA8fPsT8+fNlr0NhlC9fHkOHDkX37t3RrFkztcFSeXl5OHToED799FNloHFKSgreeecdhIWFSZavVKmS6J7vhx9+wI8//qhM//HHH2jWrJmknJubm/K+LCwsDIMHD1b+36RJkzB58mSt66Hqxo0bePvtt0WBfJ07d8YXX3yBpk2bSpa/ePEiJk2ahOPHjwMAHj9+jMGDByM0NFT2vl/Y+2FdTHn/+M477yApKQne3t747rvv0KdPH9F6C4KAzZs3Y8yYMcptGhERge+//17naL0bNmwQBfJZWVlh/PjxmDZtGipXrixaVhAE7N69G5MmTVIGPh4+fBiff/45FixYoHM99DV16lRJIF/Xrl0xd+5cybkAeHU8hIWFYcuWLTqnLjbV9wgiIiIiIiIiIiIiIiJTeC2C+fKnfxsyZAg2bNig9gWovb09FixYgIyMDNGLzFWrVkleANvZ2cHHx0eZVn3xVqlSJdH/azJy5EjRVE5BQUE4cOCAKMAtn7u7O37++WdUq1ZNGVwCvBplafDgwbJfIKWlpaFkyZL4559/NAbIValSRWP5/Km85s2bh1mzZqldpmXLlvjrr78QGBiofNG1ZMkSZdsHDhxAcHCwpJxCocCYMWOQnJyMGTNmKPPXrFmjNZjP2dkZkZGRsgJ0qlatipUrV+Ktt97C8OHDAbwKzlq8eLHaF31ubm5wc3MDANF+Y2NjI+szNtTly5clAU4//vgjJk6cqHb5Fi1a4NSpU+jQoYPyhf3Lly8xatQonD17Vna7CQkJaNOmDfbu3at29BYbGxvlS/opU6Yo81etWmX0QDZuA6n8QL6BAwfijz/+UDsSYI0aNfDvv/9i8ODB2L59uzJ/zJgxuHv3rsbRchYvXiwKLvL398d///2ncUQ2FxcXfP311/D398fAgQMhCAJevnyJKVOm4MiRI6Jl1QVv5HN0dJR1LO3Zs0e0PtbW1ti6dSv69OkjWVahUKBbt27w9/dHq1atlEFUCQkJmDRpkqgebfIDe7p3744///wTJUuWlCxja2srOveYcjsW1pgxY0QjpA0ePBgbN25Uux/VrFkT//33HwYOHIidO3cq9z1Llj8i29ixY7Fy5UooFArJMk5OTpJAuMJISEiAg4MDQkJC1AaTAEDTpk1x+PBh1K1bV9nHkJAQ3Lt3TzmqpqobN25g6dKlyrSVlRW2bNmCfv36qV2+RYsWyqkuCzOltD6uXLki69itUKEC5s+fjzZt2qBLly7KYP1vvvlGr2A+Y9/LFTR79mzRaJ61a9fGsWPH1B63ZcuWxU8//QRfX19MmTKlSI6NIUOGYNKkSShRooTW5aysrNCxY0cEBwejV69eOHDgAIBXgbzqfhihei/j4uIi+v/y5ctr/Izz730jIyNF+S4uLnrdH+Xl5WHQoEGiqZrnzp2LOXPmaCzTqFEjHDlyBIMGDcLOnTsBACdOnMCmTZtkj8Zb2PthXUx5/5iQkIA6deogJCRE8sMG4NU18J133oGDg4PoGrl69WrMmjVL7bkRAKKiovDBBx8o07a2tti1a5fG41ShUKB3794IDAxEixYtlNfaRYsWYcyYMYXafqr+++8/0TkReHUOKfh9QZWVlRUCAwMRGBiIL7/8Uu2PBADTfo+wNHFxcaLRFOXI/1yJiIiIiIiIiIiIiMhymH7OyCJSrVo1rF69Wue0T7NnzxYFbBg7mCJfSEiIaOQmZ2dnbN26VW0gX0HTpk1D9+7dlem8vDwsWbJEr7ZnzZqlc6Q7bdq0aSMZ3UlVs2bN0KZNG2U6JSUFeXl5+Pzzz9UG8hU0ceJEURCVrtGLSpYsqfe0gsOGDRNtx23btimnurQE33//vTIQEng1epmmILZ8jo6O2Lp1q2jbnTt3DseOHZPdrouLC7Zs2aJzGrYJEyaIArTCwsIkUxMWFreBepUqVcKaNWu0TulrbW2NtWvXomLFisq8yMhI7NmzR+3yGRkZWLRokTJdunRp7Nu3T9bUqv379xe9/Fc9txnL4sWLRenJkyerDeQrqEKFCti8ebNoW+3cuVOv0Zbc3d2xYcMGtYF8qix5Ox45ckQ0BXPlypWxevVqnfvR+vXri2zaVmOoVasWli5dqjFYxRSWLFmiMZAvX+XKlTF27FhlWhAEhISEaFx++fLlolF7x44dqzGQL5+TkxM2bdoEe3t7mT0vHH0Dktq3b49x48Yp00ePHhUF0Mlhinu5tLQ0rFu3Tpm2trbGpk2bdB63kydPFt1HmJKnp6fOQL6CbG1tsW7dOlGZTZs2maJrhbZz505cu3ZNmR44cKDWQL58NjY22LBhAzw8PJR56kZ51aaw98PmYmNjg+3bt6sN5Cuod+/eaNKkiTL98OFDrYFZixYtEt3HLFmyRFbArYeHBzZv3qxM5+bm6v3dRJcvv/xSlB43bpzWQD5VLi4uGoP5XsfvEZqsWLECdevW1euvd+/e5u42ERERERERERERERGpeC1G5gNeTc0k5wW3q6srAgMDERoaCgB48uQJ4uLiRC8LjWHDhg2i9Pjx42W/SPrmm2+wb98+ZfqPP/7AypUrJdM3qlOqVCl89NFH+nVWxcyZM2UFSnTo0EH0Al1u2/b29spRCoFXU/SZ4jPo16+fcjtmZGTg0qVLOgMyikJmZia2bt0qypM7lXLlypXxwQcfiF5or1+/Hq1atZJVfuzYsbK2s42NDTp37qwchSQnJwdXr15VOx2eIbgNNJsxY4asafgcHR0xY8YM0TG3fv169O3bV7LsH3/8IRqpZfLkyRqnzFRn6tSpWLFihTK9Z88e+Pv7yy6vS2RkpCgg097eXudUgfkCAgLQt29f7NixA8CrAOjff/8ds2fPllV+zJgxGqfbU2XJ2/G3334TpWfMmKEzeBx4FSA2ffp0rdNmWpKPP/5YVuClsVSsWFE5OpMu3bt3F52X8qdBVSUIArZs2aJMW1lZ4bPPPpPVhq+vL4YMGYI1a9bIWr6o9evXD8uWLVOmT506hQEDBsgub4p7uT///BPPnz9Xpvv27YuGDRvK6s9XX30luh+zJBUqVEBgYKBy6ulTp06ZuUfqFRxtTaFQiKZI1sXR0RFjx45VTgt79epVREZGygo0Ncb9sLn069dPMoW4Jt27d0d4eLgyffHiRcm06sCrkS/Xrl2rTFetWlUUgKxLQEAAWrZsqZz6eM+ePZKR9Ax15coVnDx5Upl2cnLCt99+a5S6C8NSv0eYnHcyUCHR3L0gIiIiIiIiIiJ67QgTu5i7C0RUjLw2I/N169ZN9rKqL8ji4uKM3R2cOHFClH733Xdll61Tp44owOPly5c4f/68rLJt2rRB6dKlZbelyt7eXvYoJqovCwMDA+Hs7GxQ2djYWFnlVGVnZyMpKQkPHz5EZGSk6E91lJubN28a1IaxnTt3DpmZmcp0QEAA/Pz8ZJdXnWJOdV/TxlKOE24D9RQKBd5++23Zyw8ePFgUeHvy5EnRaIf5Dh48KEoPGjRIr35VrVoVlStXVqbzX+Ybi+rn1717d73OY4XZH/QZkcaSt2PBdVYoFHr1bciQIUU60l1h9OrVq0jb69Spk85R4vLJPV/cvn0bSUlJynTz5s1RqVIl2X0aOHCg7GVNIScnB8nJyYiOjpZcd1X3I32vu6Y4P6ueDwYPHiy7jQYNGqBOnTqylzeF9PR0xMbGIioqSrK9y5Qpo1zu1q1bas//5vTixQuEhYUp0wEBAXpPzVpwFGhA/nmzsPfD5mSq46DgqHz9+/fXOnKrOgU/i6ioKDx8+FCv8pqojtA9ZMgQ2d8nCqs4fo8gIiIiIiIiIiIiIqLX32sxMp+joyO8vLxkL1/w5SfwaopYY3r27Bnu37+vTLu4uMgeYSNfYGCgaArGc+fOITAwUGe5Ro0a6dWOKl9fX9lTvam+JNVnHVXLpqamyir34MEDbN26FUeOHMG1a9cQExMju81nz57JXtaUCo6gAkDW51pQ3bp14ezsrNxmd+/eRUpKiqyX1rVr15bdjimPE24D9Xx9feHm5iZ7eTc3N1StWlV5vklKSkJERAR8fX1FyxUMZilZsiRsbW0RGRmpV99cXV2VL+4Lnt+MobD7g+ry586dk1XO2toa9evXl92OpW7H5ORkUV3VqlWTNfVvPnd3d1SpUgURERFG6Y+pVKpUSee0k8ZmivPF5cuXRemC02TKoe/yhfX06VNs374dBw4cwNWrV/UK4NHnumuqeznV88tbb70lu4385a9fv65XGUPl5eUhNDQUO3bswLlz53Djxg2kp6fLLpuammpRAWxhYWGiqUmrVq2q9zmz4HTUgPzzZmHvh83JFOcd1aBWT09PvT8L1VFRIyIiRAHqhlIdVdKUUyO/Dt8jtPnwww/1Gg0VAO7du8epdomIiIiIiIiIiIiILMxrEcyn+iJLF9VgtYIvGo2h4DSMwKtR6PQd9ahmzZqitNwRwQo7Va0+21J1tCIXFxeDy+r6DBITEzF9+nSsX79e8mJXLlMHYsml+lnqMyId8GrULT8/P1GAQlxcnKwX+Pp8vqY8TrgN1NN3OwCvzi8Fgxvi4uJEwXx5eXl48uSJMp2VlSUJ9tNXwVHFjKGw+0PZsmXh5uaGhIQEAK+C27Kzs3UGJpcuXVr2lK2WvB1VRzZVN8WiLn5+fhYfzGfsqdjlMMX5In8/zeft7a1Xn1xdXeHo6CiaOtYU0tPTMXfuXPz444/IysoyqA59rrumupcreHyUKlUKnp6eerVjyHnZEMePH8eECRNw5coVg+uQG9ReVKKjo0XpLVu2iKaYNoTc86Y5zhfGYorzjupnMXny5EJPr26sa5hqQJ0pRsN8nb5HaOPh4VGs930iIiIiIiIiIiIiInrltQjm03eaKFNTHbnBkBerqmXkvjBzcnLSu62CCrMtTfU5xMTEoF27doWe3srQl3fGZs79w1KOFW4D9QyZVk7Xdnj27JnR9/20tDSj1mes/aFgkFRSUhLKlSuntYw+50tL3o6q288Y+5ElKuz1zRCmOF8kJyeL0oasl7Ozs0mD+Z4/f46uXbsWeipofY4ZU52bCx4flnps7NixA0OGDCl0wLil3OfkS0xMNHqdcs+b5jhfGIspjgVzfha6qPZN38BeXV637xFERERERERERERERPT6s9yolmJMEARRWt9R+dQxRh3F1ahRo0Qv4GxsbNCnTx/8/PPPCAsLQ3R0NNLS0pCdnQ1BEJR/ISEhZuy1Ztw/uA00McV2MHREraJUHPaH4rAd870Ox8LrzNbWVpQ2ZN8y9f44Y8YMUSCfQqFAhw4d8OOPP+LEiROIjIxEWloasrKyRNfdBw8emLRfhWWJx0ZUVBSGDh0qCuTz8PDAlClTsHPnTly5cgUJCQlIT09HXl6eaHsPHTrUjD3XzRT7qer1guQpTp+FsY/T1+17BBERERERERERERERvf5ei5H5LI2rq6sobci0TKpljD1KRXFx9uxZ7N+/X5l2c3PDgQMH4O/vr7NsamqqKbtmMO4f3AaamGI7lC1bVpT28/PD7du39e+cCRWH/cGSt6Pquhpj+5lKbm5ukbRjyVQ/L9WRFXXJy8sz6ecVExODn3/+WZm2s7PD7t270bFjR51lLfG6W6ZMGTx9+hSAZR4b3377LdLT05XpHj164I8//oCDg4POspa4vQtyc3MTpb/++mvMnDnTTL15s6l+FqdOnULz5s3N1Bsx1b4lJSWhYsWKRqn7dfweQURERERERERERERErz+OzGcC7u7uovSdO3f0rkM1SMTDw6NQfSqudu/eLUovXLhQ1gs4AHjy5IkpulRoqp+lvvuHIAi4e/euKE91n7N03AbqGXKuUN0Oqtu2ZMmSouChBw8eFHoqR2Mr7P6QlJQkmmLXxcUFJUqUMErf8lnydlTdfqr7hBz6bHMbG/HvAHJycmSX1Tdw7XXk7e0tSl+9elWv8rdu3TLpvrdv3z7RdJLTp0+XFcgHWOZ1t+B02+np6Xr30ZDzsj4K3uc4Ojpi48aNsgL5AMvc3gWpTnVu6m1JmlnyZ1GhQgVR+saNG0ar+3X8HkFERERERERERERERK8/jsxnAmXKlIGvry/u378PAEhOTsbNmzdRq1Yt2XWcOnVKlA4ICDBqH4sL1aCU7t27yy6rug11Karp95o0aSJK69vP69evi0YKql69OlxcXIzRtSLDbaDe/fv3kZCQIBmlRpOEhAREREQo066urqhatapkucDAQPz9998AgOzsbISGhqJDhw7G6bQRqNsfJk2aJLt8UZ0vLXU7ql5z7t27h8TERMlogprEx8frNT2qs7OzKJ2cnCy77PXr12Uv+7pq2rQprKyslAFzx44dQ25uLqytrWWVN/XUj0V53S0KTZo0weXLl5XpsLAw9O3bV3b5M2fOmKJbAKTBha1atZIcX5q8fPkSFy9eNFXXlApzb9S8eXMoFArldKwHDx6EIAgWOd1xYRSH9QkMDMSSJUuU6f/++89ipmlu0aIFtm/frkyHhoZi0KBBRqn7dTufFYnKKYB3krl7QUREREREVKwIXd4xdxeIiIiI6DXDkflMJCgoSJTetGmT7LI3b97E+fPnlWk7Ozs0btzYaH0rTlSDREqXLi2rXEpKCnbt2qVXW7a2tsp/Z2Zm6lVWH02aNBG1dfbsWb1G0vr9999FadV9rTjgNlBPEARs2bJF9vJ//PGHMkgCePVCXF1QQadOnUTpX3/91fBOmoDq57dv3z69prcrqv3BkrdjwXXWdz/avHmzaD/SRXUkQH1GUSo43eGbytnZWRRwGhMTowwS1UUQBJPvd4Zed3Nzc7Fx40YT9KhwVM8Hf/zxh+yyly9fNmkAqqHbGnh13GZlZRm5R1IFr9WAfvdH7u7uaNSokTL9+PFj/PPPP0brm6UoqvvHwmjXrp0oYHjPnj2Ii4szY4/+T/v27UXpzZs3Iy0tzSh1F+X3CCIiIiIiIiIiIiIiImNhMJ+JvP/++6L0smXL8PTpU1llZ86cKUq//fbbkpepb4qC01oCr6YXlGPu3Ll6vwgsOLJbQkKCyaYxtLOzw8CBA0V5s2bNklX20aNHWLFihSjPUkZW0Qe3gWbffvstnj9/rnO558+fY+HChaI8TdvhvffeE+3f27dvx+HDhwvVT2Py8fFBy5Ytlen09HTMnz9fVtnz58/jzz//VKatrKzw7rvvGr2PgGVvR9VrzsKFC5Genq6zXFpammQ/0kV1isK9e/fKKnfgwAGcPXtWr7ZeV+PGjROlp06dihcvXugst2LFCtEoc6Zg6HV32bJleo3wWFT69u0LR0dHZfqvv/6SvQ3lXpcMZei2TklJwbx580zRJQnVUW9jYmL0Kj9hwgRRetq0abKuccVJUd0/FkaZMmXwzjv/N0rA8+fPMW3aNDP26P/UqVMHwcHBynRqaqrku5ChivJ7BBERERERERERERERkbEwmM9E2rZti4YNGyrTKSkpGDx4MDIyMrSWW7JkCXbv3q1MKxQKTJkyxVTdtHgNGjQQpb/55hudZdasWYMff/xR77YKToOck5Nj0qkMp0yZIhpBbdu2bVi5cqXWMi9evMCgQYNEL8EbN24segFanHAbqPfo0SOMHDlSOQWnOnl5eRg5ciQePXqkzPPx8UGvXr3ULu/i4oJPPvlElNe/f3+cOHFCr77l5uZi586dSEoy/vRrU6dOFaW///57nUFisbGxGDJkCHJzc5V5ffr0UTvVsDFY8nZs27Yt6tWrp0w/fPgQo0eP1rof5ebmYvjw4aJpPuVo3rw5SpUqpUz/9ddfCA8P11rm7t27r1XQbWG9/fbbqFatmjJ97949dOvWDYmJiRrLbNq0CZMnTzZ531Svu999953oGFPnn3/+wYwZM0zZLYM5Oztj2LBhynRubi7eeecdncffDz/8gH379pm0b/b29qhevboyffHiRfz3339ay6Snp+Ptt99GZGSkSfuWr2rVqihZsqQyHRISolew2vvvv4+aNWsq0zdv3kSfPn3w7NkzvfoRHx+PnTt36lWmqBTl/WNhzJ07V/TjoN9//x0zZszQeXyrunHjBo4dO2bUvs2ePVuUXr58ORYvXiy7fEpKCl6+fCnJL8rvEURERERERERERERERMbCYD4TWrNmjegFaGhoKFq2bIkzZ85Ilk1ISMD48ePx8ccfi/KnT5+O+vXrm7yvlqp///6iacH++OMPjB49Wm3Aw6NHjzB69GiMGjUKgiDA3d1dr7batGkjSg8fPhwrVqzA+fPnERERgcjISOVfQkKCYSv0/zVq1EjyWY8fPx4fffSR2nU7ffo0goKCcOrUKWWera0tVq9eXah+mBO3gVT+CDLbtm1Dly5dcOfOHckyd+7cQefOnbFt2zZR/i+//AIbGxuNdU+fPh0dO3ZUppOTk9G6dWuMHz8et2/f1lguOzsbp06dwowZM+Dr64t+/frpNQWuXL169UK/fv2U6ZycHPTv3x9ffvmlZBQnQRDwzz//oHnz5qJt5OrqavIX8Ja8HVetWgUrq/+7rG/evBndunVTO4X1rVu30KlTJ+WohqqjF2nj5OSEQYMGKdO5ubno1q2b2iCkrKws/Prrr2jWrBliY2P1aud1Zmdnh/Xr14s+r6NHj6JGjRqYNWsWQkNDcfv2bVy8eBG///47OnbsiHfffRc5OTkICgpCxYoVTda3Ll26wMnJSZk+fvw4+vTpg+joaMmyiYmJ+PTTT9GzZ09kZmbqfd0tKvPmzYOnp6cyff36dTRv3lztyJpJSUn46KOPlNcnU++zBY8lABgwYAA2bdokCcQVBAGHDh1C8+bN8e+//wJAkWzvkiVLokWLFsr0w4cP0bNnT+zevRs3btwQ3RtFRkZKAqqsra2xY8cOODs7K/MOHTqE+vXrY+XKlVpHP0tKSsLWrVsxePBgeHl5YenSpcZfQSMoyvvHwqhSpQpWrVolylu4cCGCgoKwd+9e5OTkaCwbGRmJ5cuXo23btqhTpw6OHDli1L61bdtWEtQ/bdo09OzZE+fPn1dbJi8vD6dPn8akSZPg5eWldgT0ovweQUREREREREREREREZCyaIz+o0Pz9/bFs2TKMGzdO+VL2/PnzaNasGapVq4Y6derAzs4O0dHROHv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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q3_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "9f87c6cc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q3_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "875d2bdb", + "metadata": {}, + "source": [ + "#### \"What should we improve in cohort calls?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "8bc68225", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q4 = {}\n", + "other_answer = []\n", + "col = \"What should we improve in cohort calls?\"\n", + "answers = [\n", + " \"Information on before during and after the call\", \n", + " \"Introduction and icebreaker led by the hosts\", \n", + " \"Talks by the guest speakers\", \n", + " \"Breakout room activities\",\n", + " \"Shared note-taking\",\n", + " \"Opportunity to get to know others\",\n", + " \"All of the above\",\n", + " \"Other\"]\n", + "for c in participant_mid_df:\n", + " participant_mid_q4[c], oa = get_mcq_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q4_df = pd.DataFrame.from_dict(participant_mid_q4)\n", + "participant_mid_q4_df = 100 * participant_mid_q4_df / participant_mid_q4_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "d9ba4df9", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "80f41cb5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['',\n", + " 'breakout room instruction',\n", + " 'I have no suggestions',\n", + " 'Cohort calls were rather long and it was difficult to find time to participate in',\n", + " 'so I usually saw the Youtube videos. I guess I would participate more often if calls were shorter.',\n", + " 'shared note taking has been difficult on hack md',\n", + " 'sometimes at the beginning it was hard to find all of the links to assignments',\n", + " 'so it would be nice to have those all in the schedule too',\n", + " 'No suggestions in this regard.',\n", + " '',\n", + " 'nothing ',\n", + " 'The talks are very interesting',\n", + " 'More time for questions for the speakers',\n", + " 'Everything is fine',\n", + " 'Nothing',\n", + " 'Everything works fine:)',\n", + " '',\n", + " 'na',\n", + " 'Ocasionally I lioked for the recording and it was not up after a few days but it is completely understandable ',\n", + " 'Maybe include brief',\n", + " 'regular project updates',\n", + " 'to add extra accountability and make it easier to see ways to collaborate/assist?',\n", + " 'Maybe more discussions/talks by the experts',\n", + " 'I have not been getting much out of the breakout room activities yet. I think that meeting with experts there will be more opportunity to get to know other folks in the cohort',\n", + " 'Is there a way to set automated email for checking in individually with different projects (personal email asking how they are doing?)',\n", + " 'Timming. Es mucho para hacer en poco tiempo.',\n", + " 'The timing',\n", + " 'narrative and speed of the calls has been good for me! I o',\n", + " 'None ',\n", + " '',\n", + " 'Timing',\n", + " 'Maybe read the ice breaker responses for more acknowledgment of responses. ',\n", + " 'none',\n", + " 'nothing',\n", + " 'it works',\n", + " 'Nonr',\n", + " \"It's really great! I've loved the speakers and have learnt so much. \",\n", + " '-',\n", + " 'nothing as of now',\n", + " \"Haven't attended much. Was seeing mainly in Youtube\",\n", + " 'Adding more time for breakout rooms',\n", + " 'One hour or 30mins reminders before cohort calls',\n", + " 'short videos to be shared with students instead of online face to face talks (e-meetings)',\n", + " 'Translation in french ',\n", + " 'Nothing in particular comes to mind',\n", + " 'Break out rooms are often too short to get to know other people',\n", + " 'Which of the following aspects of the cohort call work well',\n", + " 'None of the above ',\n", + " 'more in depth',\n", + " 'maybe let some presentations be longer',\n", + " 'Time the calls are scheduled to start ',\n", + " 'scheduling',\n", + " 'Add more time for break out room activities ',\n", + " 'so would like to skip the question.',\n", + " 'Sharing recording transcripts also would be helpful. ',\n", + " '',\n", + " 'I think is more my difficulty to adapt. You are making and excellent job!']" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "e5633a4f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q4_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "9f6cd41e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'What should we improve in cohort calls?')" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q4_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "134ea580", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q4_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "46cdd7c6", + "metadata": {}, + "source": [ + "#### \"Which of the following statements is true regarding the usefulness of the topics introduced at the OLS?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "559d814c", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q5 = {}\n", + "other_answer = []\n", + "col = \"Which of the following statements is true regarding the usefulness of the topics introduced at the OLS?\"\n", + "answers = [\n", + " \"I have been able to use ALL concepts introduced at OLS so far\",\n", + " \"I have been able to use MOST concepts introduced at OLS so far\",\n", + " \"I have been able to use SOME concepts introduced at OLS so far\",\n", + " \"I have been able to use VERY FEW concepts introduced at OLS so far\",\n", + " \"I have NOT been able to use any concepts introduced at OLS so far\"]\n", + "for c in participant_mid_df:\n", + " participant_mid_q5[c], oa = get_question_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q5_df = pd.DataFrame.from_dict(participant_mid_q5)\n", + "participant_mid_q5_df = 100 * participant_mid_q5_df / participant_mid_q5_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "ae2eb749", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q5_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4e441222", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Which of the following statements is true regarding the usefulness of the topics introduced at the OLS?')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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48KBk9bz27dujZcuWJsm/S5cucHV1VR2vU6dOkrCYmBgjlMhw1uYuABEREREREZEacgP09u7dqzh+eHg4EhISCt43bdoUHh4e6Ny5MxYtWqST5muvvaYozZJePe/q1as4deoUoqOjkZmZCQ8PD/j4+KBjx45wc3MzWj7GkJWVhZMnT+LOnTtISEhAYmIi7OzsULFiRfj5+aFRo0aoXLmy0fO9ffs2QkNDcfPmTTx69Aju7u6oVKkSOnTogEqVKhk9P0Pl5ubi9OnTiIyMRFxcHJKTk+Hu7g4vLy/Uq1cPTZs2NXcRy6z09HQcO3YMly5dQmJiIipUqAAvLy80adIEzZs3L7GHH65du4YLFy4gLi4OcXFxsLOzg6enJ6pVq4bAwEBUqFChRPItDR49eoTjx4/j7t27iIuLQ0ZGBry8vODt7Q1/f3/NM6uVRrdu3cLZs2cLfmd7e3t4eXnBx8en3P/OpmDq4zc5ORlHjhzB3bt3cf/+fdjZ2cHHxwf+/v5o0KCBUfMyppSUFJw7dw5XrlxBUlISUlNTYWNjAwcHB3h6eqJmzZqoW7cuvLy8zF1UiejoaFy6dAlRUVFITk5Geno6KlasCHd3d9SoUQMBAQGwt7c3dzFVOX/+PK5du4bY2FgkJCTAwcEBXl5e8PX1RUBAAGxsbEo0/+zsbJw4cQIXLlwoaONWqlQJLVu2RPPmzRWn8/DhQ4SGhuLy5ctISkqCo6MjKleujA4dOpRYPf7w4UOcOHEC9+/fLzh/eHp6wsvLC61bt0bVqlVLJN8nxcXF4dixY7hx4wZSU1Ph4uICb29vtG3bFjVr1izx/LV68OABwsPDcf36dTx8+BBpaWmwtbWFg4MDvL294evri3r16mm6qVkalPftUyMpKQmhoaG4fv06kpKSkJeXB3d3d/Ts2bNU76P60tPTceLECcTExCA2Nhapqanw8PCAl5cXmjdvbtDDDqYSGxuLkydPIjIyEsnJybCwsICnpycGDBgAT09PRWlkZ2fj5MmTuH37dsF1oKurK7y8vNCoUSM0btzY6OXOy8sr2IdiYmKQnZ0Nd3d3NGjQAG3btoWdnZ3R88yXlZWFa9eu4dKlS7h37x4ePnwIAHB3d4e7uzuaNm2K+vXrl1j+TxJCICIiAufPn8fdu3fx6NEj2Nvbo06dOujfv7+iNM6fP48LFy4UxHd1dUW9evUQGBgIJyenkt0AI0lOTsaxY8dw9epVJCcnw8nJCV5eXmjZsmWJtH9jY2MLrhXj4+Ph4OCAGjVqoFWrVvD19TV6fmWJqX+LfOZuu5YVQgjcuHED4eHhBfVXTk4OKlSoACcnJ1SrVq2gPWJtbbzHruLj43Hy5EnExsYiLi4Oubm58PT0RKVKlRAYGAgPDw+j5UVST8Nxaar+hPT0dERERODixYtITExESkoKrKys4ODgADc3N9SsWRN+fn4mueZT6sqVK7hw4ULB7+Do6Ahvb29Ur14dbdq0Yf2oUV5eHk6fPo1z584hNja2oA1du3ZttG/fHra2tiWSL+vTx+eyc+fO4erVq4iLi8ODBw8K+jxq1aqFli1bKl6hxBB3795FaGgoIiMjkZaWBnd3d/j4+CAgIAA+Pj4lnr9at2/fRlhYGOLj45GQkIDMzEw4OzujUqVKaNCgARo0aGDQfvs09nc82XcZHx8PGxubgnuhbdq0gZWVlbmLqMrVq1cRFhaGO3fuIDU1Fba2tqhSpQpeffVVRfGzsrJw4sQJ3LlzB7GxsUhLS4OHhwe8vb3RuHFj1K1bt0TKnZqaisOHD+POnTsF90KqVKkCf39/NGzYsETyLG0ePXqE0NBQxMTEID4+HsnJyahQoQJcXV1Rt25dNGrUyKjnB3Nce12/fh1hYWGIjo7Gw4cPC57PaNu2bak+9+Xm5uLGjRu4dOlSQdlzc3Ph5uYGNzc3NGjQAE2bNjXJeau8exquedQICwvDmjVrJOGffPKJUerGefPmYdu2bbh3715BWG5uLmbMmIG1a9canL6x3Lx5UxLWqlUrM5REHbk2hDH7aAwiiIiIiIiIiMqQvLw84e7uLgAUvKytrcXDhw8VxZ8/f75O3PHjxwshhIiNjdUJr1mzpuIyjR07VicuAPHrr78WG08/zowZMwr+l5ubK3799VfRpEkTyefyX1ZWVqJr167i6NGjisuaLzIyUpLe8uXLVacjhBA5OTni999/Fz169BAODg6Fljf/Va9ePfHee++J06dPF5t2zZo1deK+9tprOv8PCQkRgYGBheZlYWEh2rRpI7Zu3app24wtNDRUvPTSS5J9WP/l4+MjxowZI65du6YoXbnfU+0rMjLS4O1bvny5weUIDg6WTXvGjBmSzz7p2rVrYsSIEUXug5UqVRKffvqpSE1NNXhbhRDixo0bYty4caJ27dpFbpO9vb3o1q2b2LZtm1HyLc5rr71m0G+gf5wVZvXq1aJbt27Czs6uyPQaN24sZsyYIZKTkzVtT3BwsKJ9xFjx9CUmJorp06eLRo0aFfs7d+/eXYSEhKhK/6WXXpLUkUodP35ctiyrVq1SnEbPnj114rZp06bQz+7du1eS1969e4vNo7Qdv4cOHRK9evUStra2heZXp04dsWDBApGVlVUQT//YUtNWMFROTo5YsWKF6NKli7C0tFR0LNeqVUu8+uqrYv369SI9PV2SptzvqfZV3HcQFxcnfv75Z/Hiiy+KSpUqFZuera2tCAoKEqtXrxa5ubmKvx/99oKWl5J9OV9YWJgYOXKk8PHxKTJNJycn0b9/f01tteKOt+joaPH2228LZ2fnQvOvV6+e+P3334vdlsGDBxdZl7dr104cOnRI9TbIycjIEAsXLhSdOnUS1tbWRX5/jRo1ErNnzxYpKSmq8ynuHLB3717RrVu3Io+nRo0aiT///FPk5eUVm58pjqf09HSxYMECERAQoCg9CwsL0aBBA/HGG2+If//9V2RnZ6v+HtUw9PqiNG6f3PlL7auwdlVx55Rt27aJZ599VlhZWcmmq//daj1HyynuGkyp3Nxc8fvvv4tu3boJe3v7Ir+nWrVqiY8++kjExcVpyssQRdUXeXl5YuXKlSIwMFBYWFhoPn9s3LhR9O3bt8g6G4CoUqWKeOutt8TNmzcN3q74+Hjx3nvvicqVKxean5OTkxgzZozOtaCh+9KZM2fEjBkzRFBQULHXCQCEl5eXGDlypIiIiNC0ncXVPfHx8WLq1KmFfg/F1b1ZWVli7ty5okGDBoVug62trXjhhRdEWFiY4nIVRu6aWsm1enF1ypkzZ8SgQYOEjY1Nkech/favVhs3bhSdO3cutA4DIFq0aCF+//13nfOssa7himPO+t3Uv4UQpmm7GspY11qG1mGXL18W7777rqJrFwCiQoUKolOnTuKLL74Qly9f1lTm5ORk8cUXX4jWrVsXeq4BHrd9WrZsKX744QeRmZmp6btQ+9JX3LW9Uk97HSmEaY/LkuhPKExISIjo06dPkd/lky8fHx8xePBg8eeff2ruNzREdHS0eO+990StWrWKLKezs7Po37+/qvrE0H4KrfdqnmSMewaFHefF1bfJycnik08+KbI+dXR0FCNGjBC3bt0yeFvz8yyJ+tRQJfk7yLl8+bJ4/fXXRZUqVYpMz8PDQwwdOlTRfTo5xdWt69evF+3atSs0f0tLS9GpUyexbt26EslfjevXr4vx48eLunXrFvs7ODg4iJ49e4qlS5cq7qcujf0dTyqp83JMTIx47733hIuLS6Hb6urqKt5//30RHx+vqKwl2Qes/7kn79mnpqaKOXPmFHkvsDi7du0Sffv2FU5OTkWWr3bt2mLixIkiJiZG0XdSnLCwMDFo0CBRoUKFIvOcP3++wfdCtLbV5BT1e6iRnp4uFi5cKIKCgoq8H5R/7DVv3lxMnTpVXLlyRVN+5rj2ysvLE0uXLhUtW7YsND8rKyvRo0cPceDAAZ24xvqetbhy5Yr48ssvRffu3YWjo2Oxx66Li4t44YUXxLFjxxTnYepzcHHYF1Hyx4Nao0aNkpSnTp06Rj33rlixQpKHpaWlov5f/X4yQ+rVosyePVuSz9SpU42ej7HJfbf9+/c3d7GEEEJwgB4RERERERGVOQMGDJBcaCsd+NK/f3+deE/e/NEffHHjxg1Faco9qKWkY6SwTs/bt28XeeNK7jVt2jRFZc1nrAF6a9euFXXq1NHciThv3rwi0y/s4dDExETx/PPPq8pr+PDhJX4jqzBxcXFiyJAhRd4YlnvZ2NiId999V2RkZBSZ/tM+QG/RokXFPvT75MvX11fzzRUhHt/sf+eddxQ/bPLkq2PHjkZ54LYoJT1A79SpU4pvJj/58vT0FEuWLFG9PeYcoLdgwQLh5uamelvbtWsnwsPDFeWxdOlSSXyl+8gXX3whm//IkSMVxc/KypLc+Cqqw70kBuiZ8vhNT08Xo0ePVlUXN2vWTFy/fl0IYb4BemFhYaJZs2YGHdeLFy+WpFvSA4pefvnlYgdgFfVq2LChOH/+vKLvyFQD9O7evSuGDh2q+nwOQPTr108kJCQo2h4hij7e1q1bV+TDLfqvwYMHS9oSeXl54tNPPy3ywfknXxYWFuKLL75QXH45f/75p6hevbrq787Ly0v8/fffqvIq7ByQkZEhRo8erSr/7t27F/vQVUkfT3v37i32odHiXtu3b1f1HaplyPVFad0+czw0kZKSIgYNGlRsuqV9gN727duLndxA7uXs7Czmz5+vqdxaFVZf3Lt3TwQFBRVb5qK+5+PHjxc5oUxhL1tbWzF16lRVg9Wf9PfffwsPDw/F+Tk6OooVK1YIIbTvSxcvXhT16tXTfKxYWFiI0aNHF3vtq6+oumfz5s3FTo5TVN17+vTpIidN0n9ZW1uL2bNnF1uuohh78Elubq6YPn264vM9AOHv7y/u379fbJ5y4uPjRb9+/VT99p07dy4YnFueB+iZ+rcQwrRtV0OZe4BeXl6emD59erEP7Rb1qlSpkqqy5uXlifnz56uqr5/8fv777z/V34Xal77yNkDvaTguS6o/Qd/NmzcVtZuKen300Udav1bVcnJyxP/+9z9Fkw3qv3r16qWo3+5pHqC3f/9+UbVqVcXpV6hQQWzcuFHzdpZ0fWooUw0OSEtLE2+99ZbqvjgLCwsxbNgw8eDBA1XbVVjdmpaWJgYOHKiqDP369VM9WYsx2g5xcXFi5MiRmvsvnZ2di82jtPZ3PKkkzstr164Vrq6uirfRw8ND0cAMcwzQO3bsmKhRo4bmY/T69euie/fuqsvp6OgoZs2apblfIDc3V0ydOlXV/t20aVOD7oWUtgF6ixcvLnawclGvtWvXKs7LXNdeN27cEB07dlSV3/jx40VOTo4QwjwD9OLj44W/v79Bx3Hfvn1FYmJisXlxgN7Tcc2j1aNHj2QHh3755ZdGzScjI0O2f3LWrFnFxjXVAL1vv/1Wks/QoUONno8x5ebmitatW0vKbYzrKGPgep9ERERERERU5nTp0kUStm/fvmLjCSFw4MCBgvcWFhYICgoqeB8cHKw6zfv37+PSpUs6YTVr1oSvr2+xceXcuHEDgYGBOHr0qKp4s2fPxvTp0zXlqUVeXh4+/PBDvPDCC7h27ZrmdB4+fKg6TkJCAjp16oTNmzerivf7779jxIgRqvMz1I0bN9C+fXv8888/EEKoipudnY0FCxagW7duSExMLKESlm3Tpk3DuHHjkJGRoThOVFQUOnbsiOjoaNX53bx5Ex06dMAPP/yA7Oxs1fEPHTqENm3a4NixY6rjlgbbt29HUFAQQkNDVceNj4/H2LFj8d577yEvL68ESmc8ubm5ePPNN/Huu+9qOvaOHj2Kjh07Ys+ePcV+tlu3bpKw3bt3K8qnsM8pjX/06FGkpaXphD377LOK4hqDKY/f9PR0PP/881i6dKmqujg8PBwdOnRAVFSUqvyM5dSpUwgODkZ4eLhZ8jfEkSNHkJOTozn+xYsXERgYqHh/LmlhYWFo06YNVq1apfp8DgAbN25EYGAgrly5YlA5/vzzT7zwwgtITk5WHGfNmjUYNWpUwXshBMaMGYMZM2YgNzdXURpCCHz88cdYtGiR6jLn5eVhwoQJGDZsGG7fvq06flxcHF566SXMmDFDddwnZWRkoGfPnli6dKmqeP/++y969eql+Lsytm3btuG5555DZGSkWfIvaeV9+9RIS0tD165dsW7dOnMXxSDffPMNevfujQsXLqiOm5KSgvfffx+jR4826BxiqHv37qF9+/Y6/QdqrVq1CkFBQZra/VlZWZgzZw769u2L1NRUVXF//vlnvPzyy0hISFAcJy0tDSNGjMCSJUvUFrXAvXv3DDrHCSGwdOlSBAUFaeon0PfPP/+gX79+ePDggab4oaGh6NKlC86fP684Tk5ODqZNm4YpU6ZoytPY8vLyMHz4cHz++eeqzmFnzpxBUFCQ6n0vPj4eXbt2xcaNG1XF27dvH4KCgsp1n4epfwug9LRdy4rXXnsNn3/+ObKyskySX0ZGBl566SW8//77qurrfDdv3kSPHj3wyy+/lEDpng5Pw3Fpqv6E/H4aQ9pNpvTo0SMMGDAAn332GR49eqQ6/rZt29CuXbsy2U9jClu2bMGzzz6rqt8uPT0dgwYNwo4dO1Tnx/r0sfj4eDzzzDNYvHix6usoIQT+/PNPdOzYEbdu3TKoHJmZmejZsydCQkJUxdu4cSO6du2q6TfUKjw8HAEBAVi+fLnma8+UlJQi//+09ncsWbIEgwcPRlJSkuI4CQkJePbZZ3H27NkSK5cWBw4cQOfOnTUfG6dOnUK7du3w77//qo6blpaGTz75BC+++KKq+yfA43bOiBEjMGfOHFX797lz58x6L8RYMjIyMGzYMLz11luIiYnRnE5xx3g+c1173bhxA8HBwTh06JCqeAsXLsSrr76qqazGkJKSgjNnzhiUxqZNm9CmTRvcuXPHSKUqn56Gax5D7NmzR3KP3Nra2ujPE9nZ2eGVV16RhG/ZssWo+RiicuXKkrAdO3YorgfN4csvv8TJkyd1wjw9PTF48GAzlUiXtbkLQERERERERKSW3AC9vXv3FhsvLCxM5+Gsxo0bw9PTs+B9cHAwFi9erJPmyJEji0xTLt9nnnmm2LLISUlJQc+ePQtuXlpYWKB9+/Z49tlnUaNGDTg5OSEuLg6HDx/G+vXrJR3yc+bMwfPPP4+2bdtqyl+NV199FatWrZL9X5MmTdCtWzf4+fnB09MT2dnZePDgAS5cuIDQ0FCcOXNGc6dvTk4OBgwYoPOQnL+/P3r06IHatWvD1dUVDx48wPHjxxESEiJ5eH3lypXo378/XnjhBU35qxUbG4uOHTvK3gCoVq0aBg4ciIYNG8Ld3R2xsbEICwvD+vXrJTciDx48iGeffRZHjhyBnZ2dJC1bW1s0b95cJ+zChQs6A8jc3NxQo0aNQstqa2urdvMk3N3dC8qRlZWFixcv6vy/evXqcHd3LzKNOnXqKM7vp59+wpw5cwree3l5oWfPnggICICXlxcyMjJw7do1rF+/HhERETpxY2Nj8eabb6rq/Lx58ybatm2L+/fvS/7Xpk0bdOjQAfXr14ebmxuysrIQExODI0eOYPv27cjMzCz47P3799G7d2+cPn0aNWvWVJy/UjVq1NDZHx48eCAZENGwYcNCf/PC9pO9e/eib9++sjf0mjdvjr59+8LX1xcVKlRATEwM9u/fj507d+psOwAsWLAAubm5mgZ5mMobb7yBX3/9VRJub2+PHj16ICgoCFWqVEF6ejqioqKwceNGyYM5Dx8+RM+ePbFnzx506NCh0Lxq1KiBOnXq6Ax23r17t85gGjnp6ek4cuSI7P9u376Ny5cvo379+kWmoT/wqUKFCkWW1ZhMffy+/PLLsgO93Nzc0LdvX7Rq1Qre3t54+PAhbty4gU2bNhUMLLh37x4GDBiAxo0ba9xabTIzMzFs2DDJwwwWFhZo164dOnbsCD8/P1SsWBFWVlZ4+PAhEhIScOHCBYSFhSEsLKzI862Tk5NOXREWFqbz/0qVKsnelHmSj4+Pom2xsrJCy5Yt0bhxYzRo0AAeHh6oWLEihBB4+PAhrl69imPHjuHw4cM6A3hTU1Px0ksv4cyZM6hevXqh6Tdq1Aiurq4AgFu3buk84G1jY4NGjRoVW0YnJ6dC/3fy5El06dJFckPS0tISnTp1Qvv27VGrVi24uroiPT0dd+7cwf79+/Hff//p3Pi8evUqevXqhVOnTsHFxaXYMsmVY9q0aQW/q6urK3r16oXAwEB4e3sjPT0dFy9exOrVqyUPUqxatQr9+/fH4MGDMXv2bCxbtqzgfzVr1kSfPn3QpEkTeHh4ICkpCSdOnMDq1aslgyQ++ugj9OnTR9VkFK+88gr+/vtvSbiPjw+6du0Kf39/eHp6wt7eHg8ePMCZM2ewfft2ycMvs2bNgpeXF8aNG6c47yeNGjVKp+1ev3599OzZEw0aNIC7uzuSk5Nx5swZrFu3TnKuP3DgAL777jtMnjxZNu2SOp4SEhLw2muvSc6l1tbWCAoKQvv27eHr6wtnZ2cAj889sbGxiIiIwOnTpyUTiZQ2pX37KleuXPC7pqam4vr16zr/9/PzK7LuAApvV8l54403cOLEiYL3Pj4+6NWrF5o1a1Zwjrp58yY2bdqkYitMa8qUKfjqq68k4e7u7ujWrVvB+dbBwQFJSUmIiIjAjh07cPnyZZ3PL1u2DK6urvjmm29MVfQCeXl5ePHFF3Hjxo2CsNq1a6N3795o0KABPD09kZCQgMjISKxdu1Y2jcWLF+Ptt9+WhDs6OqJbt24ICAhAlSpV4OzsjOTkZFy9ehW7du3C6dOndT6/detWjBgxotB89K1fvx5jx46VnP+trKzQqVMndO/eHVWrVoWVlRXu3r2LvXv34r///isYkDJu3Dh8/vnnivIqjpubGwICAtCwYcOC9oqTkxPS09MRHx+PiIgI/Pvvv5K6/sSJExg9ejRWr16tOe/z589j0aJFBW0KKysrdOzYEV27dkW1atVQoUIFREdH48yZM7IPhd24cQPdu3eXHQzfrFkz9OvXr+C65+7du9i3bx/+/fffgu/xq6++gpeXl+byG8vHH3+MlStXFryvXr06evfujaZNm8LT0xOpqam4ePEi1q1bJ3lo+PLly5gyZYria7acnBz07NlTcv4DgCpVqqB///5o0qQJPD098eDBA1y+fBkbN24syPfixYsYPny4AVurjqnrd1P+FkDpabuWFb/99hv++OMPSbiXlxd69OiBpk2bwsfHBxUqVEB6ejpSUlIQGRmJiIgIHD16VPXg0uzsbHTv3h0HDx6U/M/Pzw9dunRBs2bN4O7uDmtra8THxyM0NBTbtm1DXFxcwWdzcnLw5ptvonLlynj++eclaem3TwFtbdTyqrwflyXdn/CkUaNGyU7E0qJFC3Tu3Bn16tWDq6srbGxskJKSgsTERFy6dAnh4eE4efKkSSdCycvLQ79+/WT7h5ydnfH888+jTZs2qFy5ckFfxfr16yUTFN69exdBQUE4efJkoX3ZT/ZTAOr7KorrQ1dC/56B2vsFap09exZTp04tyKNChQro2rUrgoKCULlyZVhbW+P27dv4999/8d9//+nEzcnJwejRoxEREaH4nGOq+tRQJf07pKenFzqxhKenJwYMGFBwTZmQkFBQt929e1fnsxcuXEDHjh1x9uxZzfvfpEmTdAbrenp6YuDAgWjWrBk8PT0RHx+Pc+fOISQkROc3AB4PmOvRoweOHj0KGxsbTfkrdfr0aQQFBUkeygeAihUrokuXLmjXrh28vb3h5OSE5ORkREdH49SpUzhy5IiigYSlvb+jpGzfvh3jxo0rOIe4uLige/fuaN++Pby9vZGXl4eoqChs2bIFx48f14mblpaGkSNHIjQ0FNbW8o+1l3Qf8JPu3buHgQMH6tyLb9OmDbp3746aNWvC2dkZMTExuHDhAtasWSOJf/HiRXTu3Fl2gEvdunUxYMAA1KlTBxUrVsS9e/dw4sQJbNq0SfL5devWITMzE5s2bYKFhYWisr///vuy7VsnJyf07du34FyX3x8REhJS0AeSv91KvsvSKDs7Gz169JCdOMDS0hKtWrVC165dUaNGDXh4eCAjIwMJCQk4d+4cjh8/rnqyKXNdeyUmJqJLly6ybbA6depg4MCBOvvXkSNHsHXr1oJ676+//kKrVq1UbWtJcXJyKug/qlu3LlxcXODs7IysrCwkJibiwoUL2Lt3r+SZg6tXr2LIkCHYv39/oXWGqdtCxWFfROnqi5CbrN3f3x+VKlUyel7PPfccFi5cqBN28uRJpKamKj4vlSS5ZwMePHiAMWPG4I8//ijxtplaS5culZ28fuHChXB0dDRDiWSYdsE+IiIiIiIiIsPl5eUJLy8vnaXqraysRHJycpHxvvvuO50477zzjs7/Y2JidP5fvXr1Ysvy5ptv6sQBIH7//XdF26Efz97evuDvtm3bilOnThUaNzIyUrRs2VKSRo8ePRTlHRkZKYm7fPlyRXHnzp0riQtAdO7cWZw4caLY+Hfu3BHfffedqF27tpgxY0aRn61Zs2ah31G9evXEf//9V2jc2NhY0aNHD0k5GzRooGg7DZWXlyd69uwpyb9ChQri22+/FTk5ObLxHj16JD744ANhaWkpifv+++8rzl//u3vttdeMtGXKGLKPyZkxY0ahx4yNjY2YM2eOSE9Pl42bl5cnFixYIPudHj16VFH+mZmZIiAgQBK/T58+4sKFC0XGjYmJEcOGDZPEDQgIKHQ/MKbly5dL8o6MjFSVRkJCgqhataoknRo1aojt27cXGu/27duid+/esnXGhg0bFOUdHBysEy84OLhE4/3999+y5e3Xr5+Ijo4uNN7mzZtlvyNfX1+RlJRUZJ5jx47ViePt7S3y8vKKjLNz506dOBYWFjrvFy1aVOy2tm/fXidOt27divz83r17Jdu3d+/eYvMx9/H722+/yf6mEyZMEKmpqYXGW7NmjfD29tapv5+MX7NmTUX5a/XHH39IytyyZUtx/vx5RfFjYmLETz/9JPz9/cXixYuL/bx+XsWdo4tTt25dMXDgQBESElLsMZAvKipKvPzyy5Ky9O7dW3G+r732mlF/pwcPHghfX19JmUaOHClu3rxZZNxr167JtkUGDhxYbL5yx5udnV3B3+PHjxeJiYmycTMyMsQ777wjiV+/fn1x/PjxguPJwcFBLF68uNBzUUxMjKSeACDeeOONYsuf79tvv5XEr1atmli9enWR58Ds7Gzxyy+/CCcnJ524tra24uTJk8Xmq38OeLINWblyZbFmzZpC46akpIjhw4dLyu3q6ioePXqkaLuNdTx99tlnkrS6detW7L6XLzIyUnz77beibt26RZ6vjUFL268sbZ/Wc2Bh9OsqKysrnfPN/PnzRVZWVqHx9c+bxiyf1uuIkJAQSRnc3NzETz/9VOh5XojH5/qQkBCdc27+a+PGjZq2QQ39+uLJ38LDw0P8/vvvhbbL8vLyREZGhk7Y8ePHha2trU6aFSpUEHPmzCm2z2Lfvn3Cz89P8j0sWLCg2O2Ii4uT/Q4DAgJEWFhYofFu3Lghnn322ULbO0r3pb1794rKlSuLKVOmiOPHj4vc3Nxi4+Tl5YmtW7eKunXrSvIsqp5+klzd8+RvGBwcLCIiIgqNr79v5uXliS5dukjSrFKliti0aVOh6URFRRX7PSq5HtZ67aZfp9ja2hZcHzg7O4uff/650PNuVlaWmDJliuz3eOfOnWLzFkKITz/9VBLfxsZGzJ49u9C6LC8vTyxevFjnXK//vSm9hjNESdfvpv4tzNV2NZSx2vBafs86depIvu+vv/5aUr/LycnJEYcOHRJvvPGG8PPzU1TGd999V1LGRo0aiZ07dxbZD/Do0SMxZ84cYWNjoxPX1dVVcdtJP1+1bVS5a3sttPYZltU60hzHpan6Ew4ePCjJp3bt2uLQoUOK8nnw4IFYuXKlCAoKElOmTFEUxxBz5syRlBeAGDNmTJH9Fr/++qtwdXWVxAsICCiyzf4kY/dVaGHM+wVy9e2T192vvvqquHv3bqHx9+3bJ9zd3SVpzJkzR3EZzFmfGsLY923k7lFaWVmJadOmFXodlpOTI77++mudfqb814ABAxTlq79P29nZFdStlpaW4qOPPio0//T0dDFlyhTZ/t6ZM2dqyl/pMRUfHy9bJzs7O4vZs2eLtLS0IuPn5OSIXbt2iZdffllYWVkV+rmy1N9hzPNyfj1gYWEhJk2aVGjfpRBCrF69WqfeyH/99ddfispt7HpV7jjK/7tZs2biyJEjhcbV39czMjJE8+bNJWm6u7uLP/74o9B0Hjx4IEaMGCF7rpo/f76i7dizZ4/kXhEAMXz4cPHgwQPZOHl5eWLJkiXC2dm54PNa7oUY415kPv10lLZb5frE89tOly5dKjb+1atXxaxZs0SlSpWKPQ7Mee2lv/8DEC4uLmLZsmWFxomLi9O59yLXb2HoPSElIiMjhaurqxg3bpzYt2+f4rbU4cOHRevWrSVlnjt3ruK8zf3sxJPYF/F/zNUXIdf/9/bbb5dIXrGxsbJ108GDB4uMp99vbUi9Why54wuAaNq0qfj7779FZmZmieSr1i+//CJ7npswYYK5i6aDA/SIiIiIiIioTBo8eLDkonvLli1FxunXr5/O5+Ue+KpXr57OZ65du1ZkmvXr15eU49atW4q2Qa6DA3g84KeoBxjzJSQkiEqVKunEtbS0VHSDR+sNl3PnzunclMh/vf/++4oewHtSTk5Osd+Vfkdp/isgIEAkJCQUm0dGRoZo0qSJ6s4uY1i5cqUkX3t7e7F7925F8X/66SdJfAsLCxEaGqoovrk7mU0xQA94fONX6Xf6xRdfSOK//vrriuJOnTpVEvfLL780eBv+/vtvVWloYYybYmPGjJGkUatWLXH79u1i4+bl5ckOUPTy8lI00MGUA/RSUlKEm5ubpKxjxowpdsCcEI8fcJYbpDdu3Lgi461du1YSp6gHqYUQ4oMPPtD5/AsvvKDzvn///kXGf/jwobC2ttaJ89VXXxUZx5gD9Ex1/Kalpck+8KPkQXchhLh48aLsw+5AyT9Mpf+benp6ivj4eE1pFfdwiRDGH6CndFCenJkzZ0rOfxcvXlQU19gPZ+gPGLSyshJ//vmn4vh5eXli5MiRku/32LFjRcaTO97yX99//72ivOVuaubvz05OTsWWQYjHN1b1J8aoWLGiovr73LlzkgfeAgMDVe0bZ8+eFRUrVtRJ47nnnis2ntyNS+Dxw6JRUVHFxs/Ly5P9/op6iOZJxjqe9G+KNmjQQNHD4vry8vIUDy7USkvbryxtX0k/NJH/cnR0FPv37zdr+bRcR9y/f1+4uLjoxKtbt66itmK+W7duiWrVqumk0ahRI0VtMEMUVl9UqlSpyIFdcjIyMiQPo3h7e4vw8HDFaSQlJYlmzZrppOHh4VHkpAJCSCd8ACA6depUbDwhHg+KHjhwYKHnHSX7UlpamsjOzla6mToePHgg/P39dfJs166dorhydU/+a+DAgYof9MonN7FD5cqVxdWrV4uNm5OTU+T3aMrBJ/kvd3d3cfbsWQVbLn/N99lnnxUb79atW5JBqdbW1mLdunWK8j1w4IBwdHSULX95GKBnyt9CCPO1XQ1lrgF658+fl3xe6cAAfUquuXbs2CHJr1+/fqoedPv3338lbeyxY8cqiquf99M6QO9pOC5N1Z8wefJknXxsbGwUnTPV5mMMkZGRkmMHgPj8888VxT958qTk2hSA+OabbxTFfxoG6Kk9Ng4dOiR5uLZOnTqK4pq7PjWEMX+HQ4cOSb4HS0tLxZOIbt26Vfa4WLt2bbFxC6tbASiaKEwIIRYvXiyJa2NjU+x9Wbn8lR5TQ4YMkeRZrVo1Vdds+W7cuFHo/8pSf4cxz8vA435cpfug3H3Url27Kopb0gP08l8dOnQodrIdfXL3Mtzd3Yu955Nv2rRpkvh2dnbFDpTJzc2VTD4BQEyePFlRvgcPHhQODg6y30NZGKC3fft22f1R6bn6Senp6SImJqbIz5jr2mv//v2SOE5OToontJQb4K7mezZUZmam5notPT1dPPfcczplrl69uuL+KHM/O/Ek9kXoMkdfhI+PjyS/X3/9tcTyq169uiS/pUuXFhnHlAP0tm7dWmjdADwe6DlgwADxzTffiAMHDijqcza2JUuWFDoIXe2zaiWNA/SIiIiIiIioTPrxxx9VdTDn5uZKBl3cv39f8jn9jqeiOkX0V9wDlN9AFEK+s1/JSktPkvseiuvIEUL7DRe5VW2GDh2quLxqyQ3QUzuT6bZt2yRpTJ8+vcTKnK9Vq1aSfJUOCMkn95Dlyy+/rCiuuTuZTTVAT813mpWVJRk8Va1atWLjPXjwQLKCj9ab9d26ddNJp0WLFprSUcPQm2JxcXGSmUytrKzE6dOnFaeRnZ0tmjZtKinHTz/9VGxcUw7QW7hwoaSMAQEBqjp1jxw5IukcdnR0LHR2UiEe72P6MwYXd9NQ/yHm8+fP68x46eLiUuTqVJs2bZJsa1Ertwph/AF6pjh+ly5dKsl3yJAhivMVQv67Akr+YSr9lXLHjBlTovnpb58pbsYWJi8vT7Jq6QcffKAorjEfzrh06ZLk2FQ7OFuIx/tvw4YNddIpbhBtYQ+7qWl3nThxQjYNAEXOpqvvyy+/lMRXMrh26NChOnGqVKlSZF1YmD///FOS/5kzZ4qMI3fj0sbGRtHqe/kiIiIkaQwbNkxRXGMdT/oDjL/44gtN6ZiClrZfWdo+Uz00sXDhQrOXT8t1hP7DYw4ODuL69euq85Z7wFTpqstaFTZAb/PmzarT+vnnn3XSsLS0FIcPH1adzvXr1yUDnoqaLT85OVkywMnFxaXYh8melJqaKmrUqCH7XRiyryt17tw5Sb5KBkgWNkCvZs2aIiUlRXU59NtfSs95+R49eiRq1aolWyZzDD5RswplQkKC5LqvY8eOxcabPn26JN+PPvpIcb5CCLFgwQLZ8penAXqm+C3M2XY1lLkG6Mld60VHR2vbCAX0V6du1qyZ6oHEQgjx+eef66RjZ2cn7t27V2w8/W192gfolefj0lT9CfoD07t161Yi+RjDpEmTJPuA2lU5/v77b0kaNWrUKLL/Ld/TMkBP7Xf64osvStJQMjjL3PWpIYz5OwwaNEjy/U2cOFFVGnJ9Pkomyyisbh0xYoSq/OVWC5s0aZLq/JUcUxcvXpTUyfb29poG5xWnLPV3GHuAntp9sE2bNjrxra2tFU1ia4oBei4uLopXj8qXlZUlqlSpIkmrqBXZ5egPQgIgpk6dWmQcubZtp06dVOUrN3ms0u/X3AP09M8NAMS0adM05V8cc157yU0MpKavPy8vT/a7Uvo9m9v9+/clA0m3bt2qKK65n514EvsipEzZF5GdnS27ku/OnTtLJD8hhAgMDFR9zJlygJ4QQrz//vuy+5Hcy9LSUjRq1EgMHz5c/PLLL+Ly5cslVi4hHk/sIDc4b+TIkaVucJ4QQliCiIiIiIiIqAzq0qWLJGzv3r2Ffj4sLAyJiYkF7xs1agRvb2/J54KDgxWnKfc/uXKpMWPGDLi4uCj+/EsvvQQrKyudsFOnThlUhsJERUVh9erVOmFeXl5YvHhxieRXmPfeew81atRQ/Pnu3bvDy8tLJ6ykvqN8x44dk+TRtGlTvPPOO6rSmTNnDtzc3HTC1q5di/v37xtcxvKgdu3aqr5TGxsbDBkyRCfszp07iI2NLTLeDz/8gNTU1IL3Tk5O+Oqrr9QV9v/75JNPdN6fPXsWUVFRmtIylaVLlyIjI0Mn7M0334S/v7/iNKytrbFw4UJJ+KJFiwwunzHJleeHH36ApaXybtR27drhtdde0wlLS0vD8uXLC43j5uYm+T53795d6OcTEhJw9uzZgvc1a9ZE48aN0bFjx4Kw5ORkhIaGFpqGfvoeHh5o0aJFoZ83NlMdvz///LPOeysrK3zzzTfKCwrg+eefx7PPPqsqjjGkpKTovPfw8DB5GczFwsICr776qk7YoUOHTF6OuXPnIi8vr+B9rVq1MHnyZNXp2NjYYNq0aTph27dvl9StxbGyssLs2bMVfz4gIEC2zVS/fn2MHDlScTovvPCCJOz06dNFxpFrN37++eeSdo0SQ4cORd26dXXCNmzYoCmdVq1aKf58o0aN0LJlS52wkm5D6ivv9UB53z61/Pz8VF8vlAapqan48ccfdcImTZqE2rVrq06rQ4cO6Nq1q07Y+vXrDSqfFl26dEGfPn1UxRFCYO7cuTphr7zyCtq3b686/9q1a0vOg0V9DytXrkRaWppO2JQpU1C5cmXFeTo6Oqo6xxhbkyZNJHWuIef+WbNmwcnJSVWc0NBQyfltwIABkn2yKBUqVFDd1iwpwcHB6Nu3r+LPu7u7o1evXjphZ8+e1WkL6cvLy8PSpUsl6ehf9xbnnXfeQf369VXFKUtM8VsApa/tWhbot0WAkmuPHDp0CEeOHNEJ++6772BjY6M6rYkTJ8LZ2bngfWZmJrZv325wGZ8m5f24NFU7u6y05zMyMrBs2TKdMFtbWyxYsEBVOkOGDEHnzp11wm7duoWNGzcaWsRywdLSEl9//bWqOMOGDZOEFXfdzfr0sejoaEnfiLe3N2bNmqUqnYkTJ0r6XI4ePVpsv4+cChUqqL5v8tVXX6FChQo6YcuXL0dmZqbq/IujXycDj+/JNm3a1Oh5lZX60dicnZ0xY8YMVXH064GcnByEh4cbs1iaTZw4EVWrVlUVZ926dYiJidEJ69WrF55//nlV6SxatEhy///nn39GdnZ2oXGWLFkiCZO7L1eU0aNHo3nz5qrilAYHDx6UnBsaN26MTz/9tETyM1cbLyYmBps2bdIJa9mypaq+fgsLC9X7RWni7e2N5557TifMHPeOyoLyfs1jiOTkZNntUvOcllpyaT/5/FppMG/ePEyfPl3RcxF5eXm4cOECfv/9d4wZMwb169dHw4YNMXv2bKM/y7R69Wq8/fbbEELohL/55ptYtmyZquc4TKX0lYiIiIiIiIhIgQYNGqBKlSo6YWfOnEFycrLs5/ft26fzXn8gXj79G6z68Yr7nyED9BwdHTF06FBVcdzc3CQ3zy5fvqy5DEXZunUrcnNzdcLGjh2LihUrlkh+hRkzZoyqz1tZWUkexi6p7yjfrl27JGFvvvmm6s4hV1dXvPzyyzph2dnZRe6XT5NRo0ap/k7btGkjCStuf1i7dq3O+8GDB2ve79u3bw9XV1edsP3792tKy1Tk9ue33npLdTrBwcFo3LixTti5c+dw7949zWUzptu3b0v2hdatWyMgIEB1Wm+//bYkTO57fJL+ALCDBw8iKytL9rP//fefTid0ftxu3brpfK6oQX76/+vSpYtJO7BNcfympKTg5MmTOmE9evRAtWrVVOULAK+//rrqOIbSf3DjabvJqN++OX36dJEPIBibEAIhISE6YSNGjJA8GKGU/o3NzMxMHD9+XFUazz77LGrWrKkqjtzA25EjR8LCwkJxGn5+fpLzXnHnzg0bNiAnJ6fgvaOjI1566SXFeT7JwsICPXv21AnTcu5U24YEpPXOlStXVKdhiPJeD5T37VNL7bFZWuzevRtJSUk6YYacN3v37q3z3hxtZS3lDwsLw9WrV3XCRo8erbkM+t/D8ePHC31Idc+ePTrvraysJBNGKDFo0CDJtYop6Z/7jx07pimdihUrYvDgwarjyT2MreXc0a9fP1WDI0uKMc57qampiI6OLvTzFy9elFzPvfTSS3BwcFCVr6WlJUaMGKEqTlliit+iNLZdywK5h+VLqj2i37dUq1YtPPPMM5rSqlChgqQPurT3LZU25f24NFU7Wz+f48eP61wHlhahoaGS9mrfvn1VD7oAtPX5PS2eeeYZ+Pn5qYrTtm1bSZjavvqntT7ds2eP5H7d8OHD4ejoqCodGxsb2TpRy37dr18/2YlRi+Lt7Y3+/fvrhD148AAnTpxQnX9xtmzZovPeyclJ030OJZ7W/o4hQ4aovnem5Z6dKVhYWGDUqFGq48kdO3LnjuL4+fmhR48eOmEJCQmFDp7Nzs6W9A20adNG9WA7S0tLTe0kc9MftAY8HmBpbW1t9LzM2cbbtWuXpK01evRo1f2JLVu2ROvWrdUVtBQxVv9ReVfer3kMkZ6eLhtekv2icmkXVg5zsbS0xGeffYaDBw9KnptT4tKlS/j444/h5+eHmTNnGmVw5aVLlzBy5EjJ4Ly3334bS5YsKbX3UzhAj4iIiIiIiMos/U6BvLw8HDhwQPaz+gOaCutQqFq1qs5NxOjoaMlDdoWlWVS6SgQGBsLW1lZ1PP2bnoUNUjSU3Pbqz+pf0vz8/DTdODfVd5Tv8OHDkrBBgwZpSuvFF19UlP7TqLCBtkWRe0igqP0hMTER586d0wnTsgpGPktLS8ngijNnzmhOr6Tl5uZKboY3aNAATZo00ZSe3IOy+rNamovccSW3apQSAQEBqFWrlk7Y0aNHJZ3HT9IfoJeWloajR4/KflZ/cF3+wDz9NAp7kOLevXu4cOFCkfmXNFMcvydOnJDMgKh/c0epXr16mbyTX/8hpUOHDuHjjz8ulQ+7KZGamopt27bhyy+/xPDhw9G7d2906tQJLVu2RIsWLSSvcePG6cTPzMw06Qqy4eHhktkrDan/3d3dJTNkqq3/g4KCVOcrN6CvU6dOBqej/3CjPv0H2lq0aKH6Yf0n6depar+7ChUqyD7wUxz9eic3N1dnVd2Spl8PrFy5Ej/++GOR55OypLxvn1qGrsZuLvrHe9WqVVUPJn6S/vEeFRVVbJ1jbFp+C/3vwcrKSlO9k0//e8jIyMDFixdlP6v/IJK/v79kQiMl7O3tVa0WV5zr169j5cqV+Oijj/DCCy+ge/fuCAwMhL+/v+y5/99//9WJf+vWLU35tm3bVrIKhxL636OTkxO6d++uOh0rKytVM5SXFFO0t+UegtPa3la7amVZYorfojS2XcuCgIAAycQxY8aMQUREhNHz0j9PGPL7AIa3j5925f24NFV/gn4+kZGRGDNmDB49emTUfAxlzD6/fv36wc7Ortj0n0Zajitvb2/JgLLi7t2wPn3MmPu1se5B6Q+0U2rgwIGSMGMPtoiIiEBsbKxOWN++fUtspZyntb/DFOdXU6lTp46mif70jx1HR0fJal9KqTk2z5w5IxkIIXdsKaE1njnpP8NgY2OjebK44pizjSdXN5aH3zk6Ohpr1qzB//73PwwZMgTPPfcc2rdvX2j/0YoVK3Tia+0/Ku/K+zVPWSN3j7m0tgvat2+PvXv3IjQ0FO+9957q82FaWho+/fRTBAUFFTnAU4lJkyZJri9ffvllLFq0yKB0S5rxh4cTERERERERmUiXLl3w119/6YTt27cPzz//vE5YXl4eDh48qBNWVIdUcHAwrl+/rpOm/kxcMTExkhU05Fb1U0M/D6X0O6lK6saF/kARLy8vzWXWqrR/R/n0ZzCsVq2a5hn0W7VqBUtLS51BJoXNkPi00bI/yN1wLWp/OHr0qGSAz5w5cwzq9Lt27ZrO+/j4eM1plbTLly9LBiIYMqui3Gp0p0+fLhU3guSOK0O2tXXr1oiMjCx4n5ycjOvXr6NOnTqyn+/YsSPs7e11bqLu3r1b9nz15AA9CwuLggepW7RoAU9Pz4J96tixY0hLS5M86CK3sp6pB+iZ4vjVH1wLPJ4ZVIuKFSvCz89PcvyWpBEjRmDBggU6N2hmz56NVatWYeTIkRgwYACaNm1qsvJoderUKcydOxebNm0yeDbIpKQkTQ9GaCH3sMP48eMlD+KpoX8TSW39X1j9URRnZ+cSSae4tpT+9xcRESG7mp9SDx48kOSfnZ0NGxsbRfFr1qyp+LNPKqzecXJyUp2WFiNHjsTGjRsL3gsh8M477+DHH3/EyJEj0bdvX5O3x42pvG+fGhYWFgYdI+akf7wnJiYatC1yg2Dj4+NNtrKbt7c3fHx8VMfT/x4sLCwQGBiouRxyKynLnTeSkpJw584dnTCt7R3g8eC+devWaY6fl5eHZcuW4ZdffkFoaKjmdIDiB4MXRuv2nzp1Sud98+bNNc/43apVK03xjMXe3l5Tm8mc7e0GDRpIrofKA1P9FqWx7VoWuLu7o2/fvtiwYUNBWGRkJJo3b45+/frh5ZdfRvfu3VWvBKMvJSUF4eHhOmG7du0y6Hypv3plefx9SsrTcFyaqj/hpZdewrRp03Su9VesWIFt27ZhxIgRGDhwoOxAWFMzZp+fra0tmjVrptPOiYiIQGZmpkG/bXlgyL2btLS0gvdFHVesT/+P/n5tbW2teqWsfDVr1oS3t7fOADYt96C0toHl2o/6bXNDyU2E16FDB6Pm8aSntb9DyzbJtbNKwwA9Ldc1aWlpkmcH/P39NV9XFnY/TY7cMaP1mKxSpQqqVKmCmJgYTfFNLTMzUzKAx9DJ4opizjae/u9ctWpVVKpUSVOe5u63AB6vivvjjz9i//79knvxaph6Yq+y4Gm45jFEYRN7leT5R24/Lal6ylhat26N1q1bY/78+bh+/ToOHjyI48eP48yZMwgPDy/2nm9oaCi6dOmCEydOaOrbT0xMxM6dO3XCatWqhWXLlpXalfPycYAeERERERERlVlys9rv3btXEnb27FmdmZsaNGhQZGdlcHAwfv31V500x4wZU2w+hq544O7urime/sPG2dnZBpWjMPqzS5pjUICxvqOSXH1ICCF5iLxhw4aa03NyckL16tVx8+bNgrCycpO4pGnZH+Qezi/qmNF/2BUAbty4oTrfoiQkJBg1PWOS29cM2Z8bNWqkKA9zMNW2FjYwxt7eHh06dMB///1XELZ792589tlnOp+LjIzUGfjXvHlzeHp6Anj8IPgzzzyD1atXA3j8YPf+/fslq1joD9Dz9fWVnRWxJJni+JU7tnx9fVXnm69WrVomHaDXokULvPvuu/j+++91wqOiojBjxgzMmDED3t7e6NixIwICAtC+fXu0bdu21DwQlp2djQkTJmDx4sUG3Vx9kikfzpCr/y9dumTUPNTW/25ubqrzkDtujJFOUcdeVlYW4uLidMKSkpKMfqP8wYMHih9AMFYbEii5tracfv36oX///joPjQOPHwCdPHkyJk+ejOrVq+vUA61atYK1ddm4/Vfet08NJyenUn9DvjD69eWjR48QFhZm1DwSEhI0DS7WQuuDTfrfQ05OTol8D0rCDG3vaHXx4kW88sorRpvZWut539vbW3UcIYTkeqB+/fqa8gce9zuZk6nOe/r7n62treaJq6ytrVG9enVcvXpVU/zSylS/RWlsu5YV33zzDQ4cOKDTl5ebm4uQkBCEhITAysoK/v7+aNeuHQICAhAUFKR6pdiYmBjJNVFsbKykr9UQ5fX3KQlPw3Fpqv6EypUrY/bs2ZgwYYJOeGxsLL7++mt8/fXXcHV1LUg/MDAQ7du3N9mEJ/n0z/G2trYG9YM1atRIZ4BeXl4eEhMTNU/QV16Y4v4W69P/o79f16pVC/b29prTa9iwoc73qLbP3traWvNxVbt2bdja2upMUmLM3xQA7t+/LwkryXucT2t/h5Z6wNbWVhJmyr63wmi5rkxISJCshmTIPaYGDRpIJnAt7NiUO2YMvaYtKwP04uPjkZubqxNWkse3Odt4+r9zWe23uHv3Ll599VXs2bPHKOmVhkG9pc3TcM1jCBcXF0n9CpTsYE+5tLXcqzMXPz8/+Pn5YcSIEQAe95uEhYXhwIEDCAkJwaFDh2RXBLx69Spef/11TRPCHThwQFK/v/baa4UOsCxNzDtFDREREREREZEB6tSpg+rVq+uEhYWF6QzGAx6vgPekolbPk/u/fvzCwgwdoKdlVQ9TSUlJkXS+maPDqDR/R/kePnwo6SgydLUH/e9afwDg08oU+4MpbsgbuqJUSdKvTwHD9me5eqO07M+lYVv1V7ELDQ2V3FjatWuXzvtu3boVmYbcanlPDgKUi2MKpjh+5X5TudkflTIkrlbz5s3DxIkTC/1/bGwsQkJCMHXqVAQHB8PV1RU9evTA8uXLkZKSYsKS6srOzsbgwYPxww8/GG1wXn66plIa639jHTclffyZ6mE2Nd9fWWhDFmblypUYOnRoof+/ffs2/vrrL0ycOBGBgYFwc3PDwIEDsXr1amRmZpqwpNqU9+1TytCVeczJFG05U7aXtf4W5jpvlJb2zvnz5xEcHGy0wXmA9vO+lt/w4cOHkjZLWWs3PslU5z39/c/Q7Tb391YSTPVblMa2a1nh5+eH3bt3FzpAOTc3FydPnsTChQsxfPhw+Pr6olatWpg0aZLi1YVM8fuUt9UnS9LTclyaqj/h/fffx9y5cwsdVJKUlIRt27ZhxowZ6NGjB9zc3NCpUycsWrTIZJN2Gft8VZr7N82pvPTVl5X6VH+/NvY9qMzMTMkKNkVxdnY2aCUT/TZ8SUzypK+k73E+jf0dZbn/TZ+W60pj32OytLSUlKOw843cMVOWr2nVMPXxbc42nv7vXBZ/4+joaHTu3Nlog/OAkp2Yuax6Wq55tLK2tpadpO3u3btGzyuf3KBnLasclhZWVlZo2bIl3n//fRw4cAARERHo27ev7GdDQkJ0JjhRSu73aNKkiep0zIED9IiIiIiIiKhM69y5s877vLw8HDhwQCdMfzCdfhx9NWvW1JkJOSYmBpcvXy4yTQsLi2IH/pVlDx8+lISZeqbbskLuAQZHR0eD0tSPb85BF08buRtqTxNj789ycUvL/qxfDgsLC4NWstGyrfoD5XJzcyUrtuoPuNOPoz9gT//zly5dksxoaI4BeqYg9yCD3Iy8SpljZTorKyvMmzcPJ06cwPPPP1/sLMoZGRn4999/MWrUKPj6+mLOnDlmuTn51VdfYePGjZLwqlWr4u2338aff/6Jo0eP4vbt20hKSkJGRgaEEDovudWKTelpr/8Nwe/OuBwcHLBy5Ur8+++/6Ny5c7EPvKWmpmL9+vUYMmQI/Pz88NNPP8nOXFpalPftU6qszpL/6NGjMvvgYGG0/hbmqvtKQ3snOzsbL774omT1VADo0KEDZs6ciS1btiAsLAyxsbFISUlBTk6O5Nz/2muvaS73k7T8hqa47imP9Pc/Q/Y9wDzt7fKC7S/D+Pv74/z58/jqq68kk8HJiYqKwrfffotWrVrh2WefxdmzZ4v8PH+fp5O5f3dT9idMnjwZ58+fxyuvvFLsCl45OTk4dOgQxo8fj5o1a+KDDz5AWlqa4u3SQv88b+y+erk8qGSY+7gqTUrbfl3a74GZ4x4n+zvKttJwXSkXv7Bj42m+pjX18W3Oc5Ex635z/cYjRozA1atXJeEtWrTA1KlTsX79epw+fRr37t3Dw4cPkZWVJek/mjFjhhlKTnLKcttMbgXKkydPlkhe8fHxuHnzpqIylFUNGzbExo0bMXPmTNn/L1u2THWacgOwta4OaWocoEdERERERERlmtyqdU8+0J2Xl4eDBw/q/F/JQDr9zzyZ5t27dyUdh40bN4a3t7eiMpdFcjMFpqammqEkpZ+zs7MkzNCHDPTjy+VBJaNChQqSsLNnz0puBhjykluRs7Qw9v4sF7e07M/65RBCqJolWJ+WbW3ZsqVkZs8nB9jpD1qys7NDp06ddD7v6+sLPz+/gvfnzp3D/fv3C97rr55nYWGBZ555pshylVVyM4Aa8nCH3I1eUwkICMCmTZsQHR2NZcuWYdiwYYWu8JDvwYMHmDZtGjp27Gj0WaeLEhsbizlz5uiEWVtb47vvvkNUVBR++OEHvPLKKwgMDES1atXg4uIi+zC2uVfokKv/ExMTjVr/r1ixwvQbZgJy3937779v1O9OCAFfX1/Tb5wZdevWDXv37kVkZCQWLVqEwYMHw8fHp8g40dHRGDt2LPr164esrCwTlVSb8r595ZW9vT0sLXVvN/fv39/ox3txk+yUBvp1X4sWLYz+PYwYMUKSb2lo7/z888+4ePGiTpifnx9CQ0Nx6NAhzJgxA71790azZs3g5eUFJycnWFlZSdIx57nfFNc95ZH+/mfog9TmbG+XdWy7Gs7BwQEffvghbt68if3792P69OkICgqS/W6f9N9//6Ft27b47bffCv2MXBrz5883+nmCSpfSclyaqj+hfv36+PPPP3Hv3j2sXLkSo0ePRoMGDYockPLo0SN88803aNmypewDq8aif543dl+9XB5UMlif/p/Stl+X9ntg5rzHyf6Op4c57w8/zde0pj6+zdnGM2bdb47feOvWrZJJRb29vbFjxw6cOXMGs2fPRv/+/eHv749KlSrB2dlZdiU4c987ov9TWq55tGjZsqUkTMsqb0rIpWtpaYkWLVqUSH7mNGPGDHTv3l0Srv98ghLZ2dmSsLKyWi8H6BEREREREVGZJjdA78nBLmfOnNG5iVyvXj1UqVKl2HT1B+g9mabcii5y5ShPnJ2dJTOhl+UZsUpSxYoVJQ8bGjowQj9+WZkZqjzw9PSUhEVGRpqhJOahP1gMMGx/lotbWvbn0rCtlpaWkvPJkzerzpw5g/j4+IL3HTp0kL35ob8i3pNp6N/8yn9QujyS+00TEhI0p2dIXGPx9vbGqFGj8Mcff+DGjRu4d+8e1q5di3fffRd169aVjXP8+HG8+OKLJivjpk2bJINbv/rqK7z//vuqZh6WmxnRlOTq/6ioKNMXpAx62s+dJa1mzZp45513sHr1akRHR+PmzZv4888/8cYbb6BatWqycTZv3ox33nnHxCXVprxvX1kgd+O7MJaWlnB1ddUJe1qPd/26z1TfQ2lo7/z11186752dnbF79260bt1aVTrmPPdXrFhRMtg0OTlZc3qGxC1L9Pe/lJQUgx4gLg3t7bKKbdfH1JzDCmNhYYGgoCB89tln2L9/Px4+fIjQ0FB8++236NWrl+w1eFZWFl5//XUcOHBANk22j3UZ43cqC0rbcWmq/gQXFxcMHToUv/zyCy5evIiEhARs2bIFH330EZo2bSob58qVK+jdu3eJDULRP18Zep4uzf2b5R3r0/+jv18b+x6UnZ0dHBwcFMdPSUkxaHCj/kQN+teZhvLw8JCEmfoeJ/s7yj9j32PKy8uTHBuFnW/kjpmyek2rtq1o6uPbnG08/d+5rP3G+v1HVlZW2Lx5M3r06KEqHXPfO6L/U9quedSQmxDuzJkziI2NNXpeO3fulIS1atWq3E7y8e6770rCrl+/jtzcXDOUxjw4QI+IiIiIiIjKNF9fX8nqGeHh4QUdc/orUylZPU/uc0+mI7faVXkfoAcAlSpV0nl/7tw5M5WkdLOwsJDcDNBfTUCNtLQ03Lp1SydMrrOTSob+fg88rmOeFnIDtwzZny9cuCAJKy37c2nZVv3BdZcvX8bt27cBSAfX6X+2sPD8eLm5uZJzWGFplAfVq1eXhGk9dwkhcP78eUOLZHSVKlXCoEGD8P333+PKlSs4deoUXnrpJcnndu3ahe3bt5ukTLt27dJ57+bmhnHjxqlO58aNG8YqkiZPe/1vCGdnZ8mDy/zuSk6NGjXwyiuv4KeffsLt27exd+9e2RlKly1bhoiICDOU0DDlffuMRW7mWK0Pv6t9yEW/vrxy5QoyMzM15V2W6X8PycnJkuu4kuDt7S1ZidaQa3W19XVqaiqOHj2qEzZ8+HBNq5ya89xvYWEhaatfvnxZc3qXLl0ytEhlgn57WwihuS5OSEjA3bt3jVGsp1JZb7vqn8e0nsNKYpCntbU1WrdujQkTJmDr1q2IjY3FkiVLJCvf5Obm4oMPPpBNo6z/PvmM1d54Wgbjlvbf3VT9CW5ubujduze+/PJLhIeH4/Lly3jrrbckE9xFRERg2bJlmvMpin6fX1ZWFq5fv645Pf0+P0tLSw7QM5HSflyZkv5+HRkZadB1mP5+rbbPPicnR3N7PjIyUjJA19vbW1NahalcubIkzNz7Dvs7yh9PT0/JyrGG3GO6fPky8vLyJHnIkTtmTH1Na662oqenp2RiwJI8vs15LtL/nctav4X+vaPnnnsObdq0UZ2Oue8d0f8py22zrl27SiYjyM7Oxm+//WbUfDIzM/Hnn39Kwvv06WPUfEoTueNaCPHU9AUAHKBHRERERERE5YD+4DghBPbv3w9AOphObiYkOX5+fjozFt6/f7+gE10/TQsLC8UD/8qydu3a6byPi4vDlStXzFSa0q1ly5Y67+/cuYP79+9rSuvUqVOSGzCtWrXSXDZSp23btpIwUw1yKQ3q1asHJycnnbCTJ09qTi80NFQSVlr2Z/3jFjDutrq6usLPz6/YeHID5vIH2CkdoPfMM8/orACSH+/kyZOSGVvL8wA9uRsAx44d05TWhQsXJLPVlkYtW7bEX3/9hS+++ELyv3Xr1pmkDPkDSvO1bdtWsgqvEvoP+5ua3P7zNNX/htL//iIjIw16YICU69y5M3bu3Ik33nhDJ1wIgfXr15upVMZT3rdPq4oVK0rCtJy37ty5g4yMDFVx9I/39PR02UltyjtznTdsbGzQokULnbATJ05IriGVUttWunv3riSvTp06qc43NjbW7A9Y6V+XhIWFaZ7Z+dSpU8YoUqlnzPa21nj0WFlvu+qfx7Ree127ds0YxSmSk5MT3nzzTZw+fVoySPXEiROS6yHg8YO0+gOXDx8+jJSUlJIsqtEZq71hit+pNChrx6Wp+hPq1auHH3/8Eb///nuJ5vMkY/b5ZWVlSR46btKkiaZ+D1KvvNSnxqC/X+fk5ODs2bOa0rp165ZktRgtffZa28By8Yx9z0D//ibweN8pTdjfUfY5ODigfv36OmFnz57VfF2p5n6aXLjWY/LevXuIiYlRHc9cbUVbW1tJnXj27FmkpaWpzlsJc7bx9H/n6Ohog54/MKWsrCzJuUZL/1Fubi5OnDhhrGKRgcraNc+THBwcMHjwYEn4L7/8gpycHKPls2bNGsnANEtLS7z22mtGy6O0cXFxkQ3XH0xdnOeeew7fffedzqt27drGKGKJ4wA9IiIiIiIiKvPkVq/bu3cvcnNzcfDgQZ1wNQPp9D+7d+9eREdHSzqGmzdv/lTMkCo3uPGPP/4wfUHKgPbt20vC1q5dqymtNWvWKEq/tJHrYNN6E8qcatasiTp16uiEnThx4qkZnGplZSXpXL906ZLmGVtL8/7coUMHSZjW4/bUqVOIjIzUCQsMDJTMniqnbt26qFmzpk7Y7t27kZmZiUOHDhWEubm5FXoz1t3dHf7+/gXv79y5g0uXLkkG+Nna2iIoKKjYMpVV9evXl5yf//77bwghVKe1cuVKYxXLJD766CPJaq7FzVqpP3u91jo7Pj5e572WNlJ8fDz27t2rKX/984/W7Wjfvj0cHR11wrZu3YrExERN6T1tunXrJgmTmyW0vDLW8WSI2bNnS8pRVmavVcLU21fa27aurq6SMC2DnfInulHjaT/e85nze9B/2PTevXuazqNXrlxR/bC6/nkf0Hbu/+eff1THMbbAwECd96mpqZLZ3ZXIzc3Fpk2bjFWsUq1t27aSa5xVq1ZpSstc7e3SXr8rVdbbrvrnsdTUVMTFxalOR8t5TKtKlSph0qRJkvDCVjHVnxwnKysLq1evLpGylRRztjfKorJ6XGrpT9Bi6NChkkkGSqo9b8y++s2bN0smtCgtfZvFMVZ/ibmV9frUmP1W+sx9D2rDhg2a8g8JCZGE6bfNDdWwYUPJKj+bN29GcnKyUfMxhvLen2MspbVO0z92UlNTsWPHDk1pqTk2/f39YW9vrxOmdWCn1gHz5mwr6j/DkJOTg7///lt1OkqYs40nVzdq/Z3l6t6SZKz+o23btiE1NVVTGUpTvcG+iNLh3XfflYRdvXoV3377rVHSf/jwIT766CNJeP/+/SXPApQncgOHbWxs4ObmpiqdwMBAvP/++zovHx8fYxWzRHGAHhEREREREZV5cgP09u3bhzNnzujcXKlTpw6qVq2qOF39AXr79u2TfchNLv/yqE+fPpLOwp9++qlMrChkaj169JCE/fzzz6pXMUhOTpY83GZjY1Mm9jlnZ2dJmNYOc3Pr16+fzvu8vDzMmjXLTKUxPbn9ecmSJarTOXjwIM6fP68T1qxZM8mNcXOpVq0aGjZsqBN28uRJTbNI/vjjj5Kw7t27K47ftWtXnff//fcfDh8+jPT09IIw/VXy9Ok/rLJ79278999/OmHt2rWDg4OD4nKVNRYWFpLZD2/duqX6AfDExEQsXbrUmEUrcVZWVqhbt65OWHEPnOjX21rrbP2bcXI3Xovzww8/qF7BKZ+xtsPW1hbPPfecTlhKSgrmzZunKb2nTd++fSVhCxYswIMHD8xQGtMz1n5oCA8PD3h5eemElcYHz7Qy9faV9rZt1apVJasea5lN+ueff1Ydp0ePHpKHwP7666+nbtXMtm3bStq1hw4dkkyQUBKGDBkiCZs7d67qdLTE0T/vA+rP/dnZ2Vi4cKHqvI2tZ8+ekrBffvlFdTqbN2/GvXv3jFGkUs/NzU1ynXPo0CHVKyFfv37d5A8H5ivt9btSZb3tqr/SCKD+PHb9+nXs2bPHWEVSpEGDBpKwwtoj+n1LAPDFF18gKyvL6OUqKcb4nZKTk8vUQBpDlNXjUkt/glb6x1BJ5dOmTRvJoIHNmzfj7t27qtMytM/PnErDdaoxlPX61Fi/Q9euXSWDuP744w/VK0bl5OTItnm17NcbNmxQPcA+Li4OGzdu1Alzd3eXXZHHUP3799d5n5qaKntMm1t5788xltJapxnrflpkZKRkYJ+np6fsqrDA43vHzzzzjE7Y8ePHC508ojBCCCxbtkxdYf8/Y7QVc3Nz8euvv6rOe8CAAZKw7777zqirYOUzZxuvW7dukmc1li5dqnpSyrNnz2peTVgrY/QfATBo4FRpqjfYF1E6tGzZEgMHDpSEz5w50yiTNU+ePFlyzWFlZYVPP/3U4LRLM7m+mdq1ayuayLi84AA9IiIiIiIiKvOqVasmWeHq/Pnzktki1ayeJ/f5ffv2Yd++fZLPlYXBUsZQvXp1DB06VCcsLi4Ob731lplKVHq1adMGrVu31gkLDw9XfRPm448/ljzI/uKLL8Lb29vgMpY0Z2dnyU0CLTMllgaTJk2SPHS8cuXKUrHKgymMGjVKsv1LlixRNWtrTk4Oxo8fLwmXCzOnd955RxI2btw4VTe3Tpw4gRUrVuiEOTo6YuTIkYrT0B9cd//+fXz33XdFfkaf/ioumzZtwpEjR1SlUR7InaMmTpyI2NhYxWlMmDBB0+oN5hYTE6PzXv/BDn36MxdqrbOrVKmi8/7IkSOqHg6KiIjAnDlzNOUNSLcjKSlJ82ydH3/8sSTs66+/1lnNkuQ1bdpUMkjv4cOHePXVV1VPWFAWGet4MkRGRoZk3y+uHihLTL19crO7lqa2raWlpWQFkq1bt6p6iG/Tpk04cOCA6rw9PT3xxhtv6ITl5uZi6NChOpMLlHfW1tayMyK//vrrJd6OCAwM1Fk9GQB27typagW/PXv2aHoIT/+8DwD//vuvqjQ+/fRTXL16VXXexhYQECB52DEkJETVaoQZGRmYPHmysYtWqsm1t8eOHYtHjx4pip+Tk4M333wTmZmZxi6aIqW9flejLLdd5VaHV7sa44cffmjydqb+NRdQeHukd+/eknN1ZGQk3nvvvZIoWolo3rw5bGxsdMLU/k6ffvrpUzXZW1k9LtX2J5T2fOzs7DB69GidsMzMTLz//vuq0lm7dq3kYdOaNWvKTlBTGpWG61RjKOv1qbF+Bx8fH8mAlPv376t+4Hv+/PmSyVU6dOggub5QIj09HVOmTFEVZ8qUKZJ248iRI2FnZ6c6/+JMnjxZMqhx1qxZqgcwlbTy3p9jLMbsAzamAQMGSFb32bJlC7Zt26YqnfHjx0sGl7355puSttiTxo4dKwmTWx2qKMuWLcOZM2dUxcnn7e2NatWq6YStXr1a1apgP/zwg6Z6MTAwEEFBQTphERERmDFjhuq0lDBXG69KlSqSdsepU6fw22+/KU5DCGGWe7MuLi6SCUPV9h8tXbpU9lkdpUpTW4h9EaXH/PnzUbFiRZ2w9PR0dOvWDZGRkZrTnTVrluwkCJMmTUKTJk00p1sSTp8+jYMHDxolraysLHzzzTeS8D59+hgl/bKCA/SIiIiIiIioXNAfJCeEwA8//KAT1rlzZ1Vp1qtXT+dhs7i4OMmAHEtLS0mHb3k2depU2QcxJk6cqHp2ttzcXNy+fduYxStVJk6cKAmbPHky9u/fryj+r7/+Kpm908LCAhMmTDBK+UqapaUlGjVqpBO2c+fOMvlQfpUqVWQHbo0aNQrr1q3TlGZubi7++ecf2U7r0sbT0xPDhw/XCcvJycGgQYNkH0bTJ4TA6NGjERYWphPu7e2NYcOGGbWshhoxYgTc3d11wo4dO4Zx48Ypin/z5k288MILkv389ddfl8zUXZSuXbtKZpHbsmWLznv9AXj6OnbsiAoVKhS837Vrl+ShV/2V+sqj5s2bS25YxsTE4Nlnny12pvTc3FxMmjRJ1c1NY0lNTcXkyZNx8+ZNTfE3btwoidu8efMi4zRt2lTn/f79+1XPug0AnTp10nmfmpqq+OGgqKgo9O3b16AHtPW3A4DqByDy+fv7Y9CgQTph2dnZGDBggKZBLMDjhwB//vlnyaDb8mjWrFmSB5+2bduGkSNHal4hMSIiAsOHDy8VD9wUxRjH07Vr1/DZZ59pHtjz008/SY6l4uoBUypr21e9enW4uLjohGmtW0qK/upf6enpmD59uqK44eHhqiYT0Dd16lTJTNinT5/GgAEDNB+vN2/exPjx4yUrMJdmb731luRhtFu3bqFnz564c+eOpjTj4uIwffp07Nq1q8jPffLJJ5Kw119/XdGqZAcOHED//v1VX9MDj9v09erV0wlbuXKlpO1fmOXLlxs0MN/Y5B7sHjZsmKKHpHJzczF8+HBcv369JIpWavXp00cysDE8PBzPP/98sYOEMzIyMGzYMMlK36ZUFup3pcpy29XPz0+yYtfff/+teMWNzz//XNMqjCtWrMC6detUPTScLzs7W9JvZ2lpWeiDdhYWFvjss88k4UuWLMHUqVM195cdPXpUMqFaSbGzs5P0rx85ckRx39gff/yB+fPnG79gpZg5jktT9idMmjQJFy5c0JSP3EOgJdmeHzdunOS+xpo1axSvIHzmzBnJID/gcdtB/7q3tNK/Tj1//nyZvD9T1utTY/4OcveK5s2bh7///ltR/J07d8ren5g0aZKm8gCP72spXYX6l19+kayUZWNjU2KTgtapU0fyG2dkZKBXr16arjujoqJkw8taf0dZZcw+YGOysbGRvZ/02muvKT5nfvLJJ9i6datOmL29Pd5+++0i4/Xu3VsyofG+ffswdepURfkePXpU9eB1ffp9U7du3VLc/vvvv//w4Ycfas5brl9kzpw5mlZcy8zMxL179wr9vzmvveT6Ld59912EhoYqymfy5MlmGzjVsWNHnff79u1TfNzu2LFD9YBTfaWpLcS+iKKZ8j5a9erV8dNPP0nCb926hc6dO6teCTQzMxMfffSR7ADhgICAUrl63pUrVxAUFIRnnnkGe/bs0dRHDDz+3UeMGCHbrnrppZdUpzdixAhYWFjovPQnSS61BBEREREREVE5sGrVKgGgyNetW7dUpztkyJAi02zdurXmMuunNWPGDE3pvPbaazrp1KxZs9g4kZGRkvyXL1+uKL/vv/9e9rvo0qWLCA0NLTb+3bt3xffffy/8/PyK3eaaNWvq5PHaa68pKqO+GTNmSMprCr169ZLk6+joKBYuXChyc3Nl46Snp4spU6YIS0tLSdwJEyYozttY350hxo4dK9mGkSNHiqioKNVpGes31Lrvp6enizZt2sju+6+//rq4du2aovzPnTsn/ve//4natWsLAKJ3796atkON5cuXS8ocGRmpKo2EhARRrVo1STq1atUSu3btKjTenTt3xPPPPy/7vW3YsEFR3sHBwTrxgoODSzTeP//8I1veF154Qdy7d6/QeFu3bpX9jnx9fUVSUpKivJ/UtGnTQs89vr6+itJ49tlnC02jYsWKIicnR1WZ9u7dK0ln7969xcYz9/F79+5d4ebmJvsdzJkzR1InpaWlibVr1wp/f/+Cz9rY2IhWrVqpPt9qlZiYKAAIKysr0b9/f/Hnn38q2o9yc3PF8uXLhZOTk2R7jxw5UmTcL7/8UhKnd+/e4sKFC6rKfvnyZdlz2PTp00V2dnah8VatWiUqV66s8/to2d/u3r0ryb9SpUpiw4YNIisrS9W2CCFEfHy8qFWrlqQs1tbWYvLkySImJkZROseOHRMTJ04s2MZ33nmnyM9rPd70Gev401qnzps3T7YOat68udi0aZPIy8srNo0HDx6IZcuWiW7dugkLCwsBQMTFxZVIefVpPYca43g6c+aMACDs7e3FK6+8IkJCQsSjR4+KjZeZmSnmzp0rbGxsdPK3srLSdD2klNo6uqxtnxBCPPfcc5JtnDJlirh//77qtLRcwxUnOjpaWFlZScr4ySefFFr/5uTkiKVLlwpnZ2cBQFhYWAhbW1ud+EqvI9auXVtwjD75qlWrlvjjjz+KPAfkS01NFX///bcYMGCAsLa2FgAUXWMawlj1Rb4jR44IOzs7yffg5eUlFi5cqHg/37x5s3j11VdFhQoVBACxZs2aYuO9+OKLsnXuiy++KA4cOCC5Bg0NDRVvvPGGznmzXbt2qs8/06dPl8SpXLlykfESExPFu+++q7PP6J/7S7pvQ05eXp7o0qWLJM2qVauKLVu2FBrv5s2bokePHgWfz//d1JZL63nHWHWK1vZHWFiYpF7O3w9++OEHST2ZmJgoVqxYIfz8/Ao+6+rqKho0aGDU41Gp0li/a/0tzNV2NYavvvpKtu48dOhQoXHu3r0rhg8fXvB5e3t7Vd/be++9J4DH19gff/yxOHXqlKKyRkVFye433bt3Lzbu+PHjZevqoKAgsX//fkX53717VyxYsKCgznZ0dFQUTz9PLX3Rcn0mDg4OYv369YXGSUpKEpMnTy6o8+V+p/JcR5r6uDRlf4KLi4sAIJ599lnx888/K643N2/eLLy9vSX5rFq1SlF8reTqGQDi7bffFsnJyYXG++2332T7ldq0aaOojStEybT/1fr7778l29C2bVtN7W1j9VkIof0+hjnrU0MY83cQQoi33npLtn6ZMWOGyMzMlI2Tk5Mj5s2bJ1sfDxgwQFG++vu0nZ1dQT1vaWkppk2bJjIyMmTjZmRkiGnTpsn2H86cOVNT/kqPqcTExIJ7M0++KlasKL788kuRlpZWZPzc3FyxZ88e8corrwhra2vZz5S1/g6t11TGuO+UT0sbxdh9wMZoJ+XLzMwULVq0kKTp5eUl/vrrr0LjJSYmitdff122bvv+++8V5b1nzx7ZvpmRI0eKBw8eyMbJy8sTv/zyi841uf41rdJj7Pjx45K8raysxJIlSwrtB05PTxdffvllwb4vVzcp/T0mTJgg+/0NGjRIXLp0qdj4N27cEJ9//rmoXLlysceBOa+99OtA4PE19YoVK4os77Bhwwr9jQ3d75VYunSpJE8nJ6ci+7zS09PFp59+qtNfKXfvSAljn4MNxb4IKXP0ReT79NNPZesPS0tL8dZbbxV7jsvOzhabN28W9evXl03H19dXREdHqyqTfr+1Iefaovz11186edSqVUtMnz5dREREKIqfm5srtm/fLpo3by677SNGjNBULrm6zpB+X1OyBhEREREREVE5oL+Cnr7atWujevXqqtMNDg6WrJqnJt/yKH8Wtj///FMnfO/evQgICECzZs3QrVs31K5dG56ensjOzkZiYiIuXryIkydP4uTJk2VyFTUtli9fjhYtWuisMpaWlobx48dj7ty5GDhwIBo2bAhXV1fEx8fj7NmzWL9+PeLj4yVptWzZslStLKDEqFGjsGTJEp2w5cuXY/ny5fDy8oKXl5dk5uLWrVtj6dKlpiymIvb29li/fj0CAwMls+ktW7YMK1asQOvWrREcHAxfX1+4u7sjNzcXSUlJiI2NxdmzZ3Hy5ElER0ebaQsM4+7ujt9//x3du3dHTk5OQXhkZCS6deuGli1b4vnnn4evry/s7e0RExODAwcOYMeOHbKrJL3zzjvo16+fKTdBsRdffBE7d+6UzN67du1abN26FT179kSnTp1QuXJlZGRkIDIyEps2bcLZs2cladnY2ODPP/+UzIKoxLPPPotz584V+j+laezevVv2f507dy4zM3wbqkqVKvjjjz8wcOBAZGVlFYQ/fPgQU6dOxdSpU+Hp6QkvLy+kpKTg/v37yM7O1knjiy++QEREBE6dOlUQZorvLzc3Fxs2bMCGDRtgY2ODZs2awd/fHw0aNICbmxtcXFyQnZ2N2NhYREREYMeOHbh165YknVdeeQXt2rUrMq/hw4dj+vTpOsf41q1bsXXrVri5uaFSpUqws7PTiePj4yOZ1bNevXoYNmwYfv/9d53wzz//HCtWrMALL7yAZs2awcnJCQ8ePMDly5exadMmndVmHBwc8NVXX2maMbtKlSp47rnndMp1//599O/fH7a2tqhevTocHR0lq1QuXboUrVu3lqTn4eGBTZs2oWPHjjqrwOTk5OCbb77BggUL0K5dOwQFBaFatWpwc3NDZmYmkpKSEBMTgzNnzuDkyZOaZ80u6yZOnIgLFy5g2bJlOuFhYWHo27cvatSogS5duqBFixbw8PCAvb09kpOTkZiYiEuXLuHUqVOIiIjQ2S/LAmMdT8Dj2dxXrlyJlStXokKFCmjRogX8/f1Rt25duLq6wtnZuWBW57CwMOzYsQOxsbGSdKZMmaLpeqiklaXtGzVqFHbs2KET9uWXX+LLL79ElSpV4O7uDmtr3Vuvffv2xaxZs0q0XPl8fHwwfvx4yczks2bNwsqVKzFo0CA0bNgQDg4OSEhIwLlz57B161ad88ZHH32Ev/76S9OKK4MGDcKsWbPwv//9Tyc8MjISr776KiZPnozOnTujdevW8PLygqOjIx4+fIikpCRcu3YNJ0+eRHh4uEGrqJYG7dq1w88//4wRI0bozDYcFxeH8ePH43//+x+Cg4MRGBgIb29vVKxYEampqUhKSkJUVBROnTqFM2fOaFrFdvHixbh48aKkDbl69WqsXr0aDg4OqFy5MqysrBATE4PU1FSdz7Vs2RKffPKJZMb74to8EyZMwKJFi5CUlFQQdu/ePXTp0gVBQUHo0aMHfH19YWlpiXv37uHIkSPYvn27Tv5du3ZF1apVJe0HU7OwsMDSpUvRqlUrne2Jjo5Gnz590KJFC/Tt2xe1atWCnZ0dYmJisH//fuzcuVNn3501axY++OADM2yBeTRr1gyLFi3C2LFjdfb7e/fu4Z133sG4cePg7e0NDw8PJCYmIjY2VmfFMgsLCyxZsgSLFy/GpUuXCsJNdb1S2ut3Ncpy23Xs2LFYtGiRTp9LXFwcOnbsiO7du6Nbt26oVq0acnNzERMTg4MHD2LXrl1IT08H8LjfZs6cObKrCRUnKioKX3zxBb744gtUqVIFLVu2RIsWLeDj4wNXV1fY2toiNTUVUVFROHLkCPbt2ye5ZrSzs8O8efOKzeu7777DlStXsHPnTp3wAwcOIDg4GPXr10fnzp3RuHFjuLu7w8bGBklJSXjw4EHBNenly5fN1rc6cOBAtGrVSufa+NGjRxgwYADatWuHPn36wNfXFxYWFrh//z6OHTuGHTt2FOyPFhYW+Pbbb4tdAaY8Mddxacr+hN27d2P37t0YO3YsGjduDH9/fzRq1AgeHh5wdXVFbm4uHjx4gIsXL2LXrl06dX2+Tp06YciQIaq2Ua3Jkydj165dkr6yH3/8EStXrkTfvn0REBCASpUq4eHDh7h27RpCQkJw9epVSVouLi5YuXKl5PxQmvXr1w/u7u548OBBQdjx48cREBAAZ2dn+Pj4wN7eXhJPrs+zNCir9amxf4d58+bh4MGDOiuV5OTk4NNPP8XixYsxYMAANGvWDJ6enkhMTMSFCxcQEhIiu8J39erVNd+bqVy5Mnr37o0ff/wReXl5mD17Nn755RcMGjQIzZo1g4eHBxISEhAeHo6QkBDZ6/pWrVph2rRpmvJXytXVFevWrUNQUBBSUlIKwh8+fIgpU6Zg9uzZ6Nq1a8H1mpOTE5KTk3H37l2cOXMGhw8fli27nLLU31EWGbsP2JhsbW2xatUqtGnTRue6Ny4uDi+//DI+/fRT9O/fH3Xq1IGzszPu37+P48ePY9OmTTr7Zb7evXtj/PjxivLu0qULxo0bh4ULF+qEL1++HGvXrkXfvn3Rtm1beHt7IyUlBVeuXEFISIhO33yLFi3QuHFjrFy5UvW2t2nTBv369cPGjRsLwnJzczF27Fj88MMPGDBgAOrUqQNbW1vExcXh1KlT2LZtm86+P3/+fIwdO1Z13gDw9ddf4+zZs9i7d69O+Lp167B+/Xq0bt0aXbt2Rc2aNeHu7o6MjAw8ePAA58+fR2hoKMLCwhTnZc5rr++++w579+7VabslJSVhxIgR+OKLLzBw4EDUrVsXTk5OuH//Po4ePYotW7bo7I+fffYZJk+erDpvQwwfPhxz5szR2d9SU1MxePDggvvMderUgY2NDWJjY3Hq1Cls2bIFCQkJBZ9v1KgRnn/+eXz11Veq8y9tbSH2RZSOvoh8n3zyCSwtLSV923l5eVi8eDEWL16MVq1a4ZlnnkHVqlVRuXJlPHr0CDExMbh8+TK2bNmis289qV69eti1axd8fHwMLmevXr1ga2trUBrOzs6S1cyfFBkZic8//xyff/453N3d0bZtW/j7+xf07dnb2yM1NRX37t3D+fPnsWfPHp3noZ7UsGFDfPPNNwaVt0wy9whBIiIiIiIiImPRn2n7ydfIkSM1pRkREVFomgDEtm3bNJdXP62ysoKeEI9nQZo8eXKR342SV3lfQU8IIa5fvy7q1q1r0PfUsWPHQmc2LExpWEFPCCFGjhypalsLmyHf3Ctw5YuJiRFBQUEG7/v5r7Kygl6+bdu2CUdHR4O2efz48YWuICnH1CvoCfF4FuExY8YYtJ0VK1YUu3fvVpynvq1btxaa9j///KMojZMnTxaaxoIFC1SXqayuoJdvy5YtsrOvFveaNGmSEEKIV155RSe8RYsWmrZDifwZ743xCg4OLnIm+CfNnDlTVdqFtTmSkpKKbJcV9bKxsRFbt241aDb2iIgI1XVVcWlfuXJFNGnSxGi/y9Oygp4Qj2dh/vzzz2VnRtf6Ku0r6Alh+PGUP+O6MV5DhgzRNHu4GlpX0Csr2yfE42ugrl27qipbYW3wklpBIy0tTXNdNWTIEJGbm2vwdcSyZcs0nW8Le5W1FfTybdmyRXalFa0vJSvoCSFEXFyc7Ez9xb2aNGki7t69K3bt2iX539mzZ4vNd+vWrbIrOCrN+8GDB2bp2yjMiRMnClYFUvv68MMPTb4KhblnSs/3888/qz7fW1hYFKwG0aFDB53/9e/fX9N2qFUa63dDfwtTt12NZffu3bKrMRb3sra2Fhs2bFD9veWvoGfoy87OTqxevVrxdmZlZYlx48YZ7fcx5Qp6Qghx/vz5gtV31b4WLVr01NaRpjouTdmfoPVcqf9q0qSJ6tUktEpLSxN9+vQxqLw+Pj6K2kdPKg0r6AnxeDVAtdsrpzSsoCeE+epTQxnrd8gXGxsr2rRpY9C2N2zYUNy8eVPxNsjt0xkZGaJTp06a8m/WrJmIj483KH81wsPDJfuelpecstbfUVZX0BPCuH3AWstQlNDQUNkVY9W8Bg4cKNLT01Xlm5ubK7mXofRVqVIlcePGDYOOsZiYGOHj46Mp/w8++EAIYdjvkZ6eLoYOHWrw8ae0b8Fc117Xrl0T1apV01y35OXllch+X5zTp08LBwcHTeWuWrWqiIyMNOieh7HPwYZgX4TxjgdjCgkJEe7u7kbbhgEDBiha0VyO3Ap6xni5uLjo5KO/gp6xXv7+/iI2Nlbzb1GWV9CzBBEREREREVE5UdRqdp07d9aUZqNGjeDl5SX7P2tra3Ts2FFTumWdpaUl5s6di7///hu+vr6a0rCwsCj0uy1PateujcOHD+PFF1+UzNRYHBsbG4wfPx67du2Cm5tbCZWwZC1evBjvvfceLC3LRzdU5cqV8d9//xXMGGaIhg0b4sUXXzRSyUyjZ8+eOHDggKYZRj08PLB48WIsWLCg1O8PVlZW+Pnnn/H9999rOvYCAwNx6NAhdO3aVXMZgoODJStMAo/rzmeeeUZRGv7+/vDw8JD9n9JV+MqT3r17Izw8XPG2V6pUCStXriyY2S8xMVHn/1pWRlTK2tq60N9OKRsbG0ycOBE7d+5ExYoVFcX53//+hy+++MLg2RddXFywe/duBAYGqorn4+OD3bt3o1evXgbl36hRI+zatQt16tQxKJ0n1a1bF8ePH8fEiRPh6OhoUFqtW7c2eBvLEgsLC3z88cfYvXu3wTNUV6xYEaNHj4aTk5ORSldyDD2eHBwc4OzsbFAZnJycMGfOHPz111+y5xRzKovbZ2lpibVr12Lo0KElnpdWDg4O2LdvH9q0aaM4joWFBSZPnoxVq1YZpY02atQoHD16VHF7pTD29vZ46aWXUKNGDYPLZA69e/fGqVOnMGDAANXXgU+ytrZGnz590KxZM0Wf9/T0xLFjxzBjxgzJSp1yrKys8MYbb+Dw4cOoUqWKpL0DKGvz9OrVC2vWrFHc5sjXp08fHDx4sNRd7wYEBGDPnj1o3Lix4jhWVlb47LPPNM3iXl6MGTMGx48fR6tWrRR9vnbt2tixYwfeffddAKZtbz+pLNTvapXVtmvXrl2xceNGVWX29vbGzp070a9fP9X5eXt7G1RHA0CTJk2wZ88eDB48WHEcGxsbLFy4EGvWrEG9evUMyt/b29vkq9E1btwYe/fuhbe3t+I4Tk5OWLVqFd55550SLFnpZqrj0pT9CZUrVzYoHwsLC7z22ms4dOiQUVaTUMLBwQEbNmzA9OnTUaFCBdXxn3vuORw9ehTNmzcvgdKVvOHDh2Pp0qUGX4uVFmW1PjX27+Dl5YW9e/di7Nixqld1tLCwwNChQ3H48GGDr73s7Oywfft21efkvn374r///jO47lKjadOmOHHiBIYNG6b5Oriw+5tlsb+jrCqJPmBjat26NY4eParpXoyjoyM+/fRTrFmzRnZFr6JYWlrit99+w5QpU1TVCY0aNcLhw4dRq1YttcXVUblyZRw6dEjV72Jra4tvvvkGX3/9tUF5A4/7k1auXImFCxeqaq8+ycrKSvE9YHNde/n5+WH//v3o0KGDqjzefvttrFy50uDrIK38/f2xc+dOVKlSRVW8wMBAHDt2TPNzKflKU1uIfRFFM9d9tAEDBuDSpUt44403DLpX2rBhQ4SEhCAkJMRk/VtatW/fHu+99x5q1qxplPScnZ0xd+5cHD9+/Kl4HkxO6X4ShoiIiIiIiEiFogboBQcHa043KChINrxVq1alovPOnIYMGYIrV67gp59+QnBwsKJOqmbNmmHq1Km4fPnyU/NQhpeXF/755x+cOHECQ4YMKfbhwypVqmDMmDG4ePEiFixYoPrmS2liZ2eH+fPnIyoqCl9//TUGDhyI+vXrw8PDw+ABIOZibW2Njz/+GDdv3sS8efPQsWNHRdtibW2N9u3b45NPPsGJEydw4cIFDB8+3AQlNq6WLVvixIkT+Oeff/Dss88W++Bvo0aN8Mknn+D69esYO3asiUppHO+++y6uX7+O6dOno0GDBkV+1t7eHt26dcO6detw9OhRNG3a1KC8HR0dZQc3tWjRAp6enorSsLS0lH043sfHBw0bNjSofGVV3bp1sWvXLpw4cQIffPABAgIC4OPjAxsbGzg6OqJu3boYPHgwfvvtN0RFRencGLt3755OWoYO0i2Kk5MTYmNjcejQIUybNg1BQUFwcHBQFLdmzZr48MMPcfHiRcybN0/Rw/n5LC0tMW3aNERHR2PRokUYMmQImjRpAk9PT9XnoqpVq+LAgQNYtGgRateuXWyZP/vsM1y6dKnQdpda7dq1w6VLl7Bt2za8/fbb6NixI3x8fODk5KT5wRsHBwfMmzcPUVFRmDlzJlq3bg0rK6ti49nb2+OZZ57B7NmzERERgdDQ0KdqgF6+Ll26IDQ0FDt27MDgwYMV35irVasWRo8ejTVr1uDevXv45ZdfykTbyNDjqV69eoiPj8e///6LiRMnom3btorbTg0bNsSnn36Kq1evYsqUKWZ74KIoZXX7XF1dsXLlSly6dAkzZ85Enz594OfnBzc3t1Lz0JyHhwcOHz6MxYsXw8/Pr9DPWVlZoWfPnjh8+DDmzp1r1AkUWrRogf/++w/Hjh3D8OHDUa1aNUXxqlSpgmHDhuG3337DvXv38Ndff2l+mKo0qFWrFkJCQhAREYGxY8cW+Xs8yd3dHYMGDcKSJUtw584dbN68WdUDx3Z2dpg5cyaioqKwaNEidO/eHXXq1IGjoyNsbW1RuXJldO7cueA4+umnnwoevtdv7+SXR4kBAwYgPDwcb775ZpEPvFtaWqJz587YuHEjNm/eDFdXV8XbZkotW7bEmTNn8PXXXxf5/dvY2GDAgAEIDQ3F9OnTTVjC0ql169Y4ceIE9uzZg7fffhstWrRApUqVYG1tDWdnZzRq1Aivvvoq1q5diytXrqB79+4FcU3Z3tZXFup3tcpq27Vnz564cuUKxowZU+SkDO7u7pg8eTIuXryoeVD4tGnTcO/ePfz666945ZVXFD+MbGNjg549e2LlypU4e/Ys2rdvryn/F154ARcvXsQ///yDPn36KH5or2HDhhg/fjy2bt2K6OhoozzIrFarVq1w+fJlfPDBB0Ueq46OjhgzZgwuXLiAl19+2YQlLJ1McVyasj/h0qVLOHXqFD777DN069ZN8UD9/IFQp0+fxooVK0z+wGr+oPqrV6/i3XffLfZBbycnJ/Tr1w979uzB9u3by+wEEvlef/11REdHY/ny5Xj11Vfh7+8Pb29vTQMWS4uyWJ8a+3dwcHDA4sWLcf78eYwaNarYAbTu7u54+eWXcerUKaxcudJoE2Y4Ojpiw4YNWLNmDQICAgr9nIWFBTp27Ih169Zh48aNivu7jcnb2xt//PEHzp8/jzFjxqB69erFxnFxccHAgQPx119/4c6dO7KfKav9HWVVSfQBG1Pt2rWxa9cu/Pvvv3j++eeLHbBSu3ZtTJgwAdeuXcMnn3yieRusrKwwZ84cnDx5EgMHDiyyL7JmzZqYO3cuzpw5o7jfoji1atVCeHg4Zs+eXeRALFtbWwwZMgRnzpzBpEmTjJJ3vnHjxuHGjRv4+uuv0aZNm2K/S0tLS7Rt2xafffYZbt68ib59+yrOy1zXXrVr18bBgwfxyy+/wN/fv9DPWVpaomvXrtizZw9++OEHRWUrSR07dkRYWBg+/PDDYvuEWrdujd9++w2HDx9W3L9YnNLUFmJfxP8xd1/Ek7y8vPDTTz8hMjISs2fPRsuWLRXVx/ntqy1btiAiIgIDBgwwQWkNV6NGjYLnec6cOYN58+ZhwIABqFSpkuI0nJyc0KNHDyxfvhx37tzB5MmTy+w+bAwWQghh7kIQERERERERUfmQlpaG48ePIyYmBvHx8UhJSYGjoyNcXV1Rp04dNGrUyKSzYJZWubm5OHnyJKKiohAXF4eHDx/C1dUV3t7eqFevnuLVEaj0ePToEU6ePIm7d+8iISEBSUlJsLOzg7OzM7y9vVG/fn3UqVOnzA5KLEpaWhqOHTuGmJgYxMbGIisrC56envD29oa/v7+iG9tlxc2bN3H27FnExcUhPj4etra28Pb2ho+PDwIDAxU/8ERlT3p6OlxcXJCdnV0Q9r///Q+zZs0yWRlycnJw/fp1XL9+HXfu3MHDhw+Rnp5eMCtzjRo10LRpU1StWtVkZVLjypUrOHHiBOLi4pCWlgZHR0dUq1YNzZo1Q/369c1dPM2Sk5MRGhqK2NhYJCQkIDk5GRUqVICzszN8fHxQv3591K5d2+w3vUsjIQQuXLiAK1euICEhAQkJCcjLy4OzszNcXV3h5+eHBg0alLpVlcwpMzMT165dw/Xr13H37l2kpKQgMzMTDg4OcHFxga+vL5o3b26WB9uMobxvn7lcuXIFp06dQmxsLFJSUuDs7Aw/Pz+0b9/epINfrl27hgsXLhQc71lZWXBycoKLiwtq1aqFBg0alOnBeErduXMHYWFhiI+PR0JCAtLT0+Hk5ISKFSuiRo0aaNCggVnP5a+88gpWrVpV8L569eq4deuW6nQyMzNx/PhxXL58uaB+z6/bAwICTLrvGcu5c+dw4cIF3L17t6BtWLduXQQGBqpeOZCkrl69KhkIuWzZMowaNcpMJSqfylrbNTs7G0eOHMH169cRHx+P3NxceHp6okmTJggICFC9SpASCQkJuHr1Km7cuIH4+HikpqYCeDwDvLu7Oxo2bIjGjRurmghFqdzcXISFhSEyMrLgfGlhYVGQd926ddGgQYNSt5p0Xl4eQkNDcenSJcTFxSErKwtubm5o1KgRAgMDS+S7Kk9McVyaqj8hLy8PUVFRuH79Om7evImHDx/i0aNHsLOzQ8WKFVGlShU0a9bM4JVPSsLly5cRERGBuLg4JCQkwNHREV5eXqhRowbatGlTLvt0y7OyWp8akxAC4eHhuHr1KmJjY5GUlISKFSvCy8sLtWrVQuvWrQ0avDRixAj89ttvBe9r1qyJqKgoyefu3LmD0NBQREVFIS0tDe7u7qhSpQratGlTKvswL126hIsXLyI+Ph7x8fEF+42Pjw8aNGiAevXqaaqP2d9B+bKysnD8+HHcvn27oJ/cw8MDXl5eaNKkicGrgRYmJSUFhw8fxp07dxAbGwsbGxv4+PigRYsWqlaO1yo8PLygL+TRo0dwcXFB/fr10a5dO5PVxYmJiQgNDcX9+/cRFxeH9PR0ODo6wt3dHfXq1UOjRo2Mem1vjmuva9eu4ezZswX1jLOzM2rXro3AwMBSW7/kPzMRERGB+Ph45OTkwNnZueBcZeiKzVQ6lLW+CDkPHz5EeHg4bty4UVCHWFtbw8nJCdWrV0f9+vVRv379cje4/sk+kqSkJKSkpCAnJ6egP9vDwwONGzdG7dq1y922G4ID9IiIiIiIiIiIiIiIirBhwwbJTIebN29Gnz59zFQiIiIiIuPKzMxEjRo1EBsbWxA2aNAgrF271oyloqfF/PnzMWHCBJ2wc+fOoUmTJmYqEREREREVRukAPSIiIiKip4351/AlIiIiIiIiIiIiIirF5s6dq/PexsYG7dq1M1NpiIiIiIzvt99+0xmcBwBBQUFmKg09TbKysvD999/rhHl6eqJRo0ZmKhERERERERERERGRehygR0RERERERERERERUiLlz5+LIkSM6YQMHDoSHh4eZSkRERERkXNevX8eHH36oE1ahQgUMGzbMTCWip8mECRMkK668/vrrsLTk4yxERERERERERERUdrBHk4iIiIiIiIiIiIjKtcOHD2PFihXIzMxUHCcvLw+fffYZpkyZIvnfuHHjjFk8IiIiIqOYPn06bt26pSrO0aNHERwcjOTkZJ3wV155Be7u7sYsHpVjmzdvRkhICHJzcxXHycrKwttvv40ff/xRJ9za2hpjx441dhGJiIiIiIiIiIiIShQH6BERERERERERERFRuXb79m2MHDkS1apVw+jRo7Fhwwbcvn1b9rNXrlzBDz/8gIYNG+KTTz5BXl6ezv9Hjx6Njh07mqLYRERERKp88803qF27Nrp3744ffvgB4eHhyM7OlnzuwYMH2Lx5MwYMGICOHTsiOjpa5/9VqlTBnDlzTFVsKgciIiIwaNAg+Pr64t1338WOHTtw//59yefy8vIQHh6Or776Cn5+fli8eLHkMzNnzoSvr68JSk1ERERERERERERkPNbmLgARERERERERERERkSnEx8dj2bJlWLZsGQDA2dkZHh4ecHJyQmpqKuLj45Gamlpo/GbNmuH77783VXGJiIiIVMvNzcWuXbuwa9cuAICNjQ28vb3h4uKCnJwcJCYmIj4+HkII2fi2trb4448/4OnpacpiUzlx584dLFy4EAsXLgQAuLq6wt3dHQ4ODnj48CHi4uKQnp5eaPxu3bph6tSppiouERERERERERERkdFwgB4RERERERERERERPZVSUlKQkpKi6LO9evXCX3/9BQcHhxIuFREREZHxZGdnIzo6WrJKnhxvb2+sX78e7du3N0HJ6GmQlJSEpKQkRZ8dNWoUFi9eDEtLy5ItFBEREREREREREVEJYM8mEREREREREREREZVr9erVQ+vWrTXFbdiwIVasWIHNmzejYsWKRi4ZERERkfEMGDAAjo6OquM5OTlh4sSJCA8P5+A80sTf3x+NGjXSFLdNmzbYuHEjli1bBltbWyOXjIiIiIiIiIiIiMg0LIQQwtyFICIiIiIiIiIiIiIqabdv38b+/ftx7NgxXLp0CTdv3kR8fDwePXoEIQRcXV3h7u6OmjVromPHjggODkanTp1gYWFh7qITERERKZKeno6DBw/iyJEjCAsLQ2RkJO7evYu0tDRkZGTAyckJ7u7u8Pb2RuvWrREUFITu3bvDzc3N3EWncuDq1as4cOAAjh07hqtXr+LmzZtITEzEo0ePYGFhATc3N7i7u8PPzw+dOnVCly5dEBAQYO5iExEREZEKI0aMwG+//VbwvmbNmoiKijJfgYiIiIiISgkO0CMiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiItLA0twFICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKos4QI+IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEgDDtAjIiI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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q5_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "67ffdca3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Which of the following statements is true regarding the usefulness of the topics introduced at the OLS?')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q5_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "4374c967", + "metadata": {}, + "source": [ + "#### \"How much time do you spend on assignments on average? (not meetings)\"" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "456e1002", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "participant_mid_q6 = {}\n", + "other_answer = []\n", + "col = \"How much time do you spend on assignments on average? (not meetings)\"\n", + "answers = [\n", + " \"<1 hour / week\",\n", + " \"1-2 hours / week\",\n", + " \"2-3 hours / week\",\n", + " \"3+ hours / week\",\n", + " \"Other\"]\n", + "for c in participant_mid_df:\n", + " participant_mid_q6[c], oa = get_question_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q6_df = pd.DataFrame.from_dict(participant_mid_q6)\n", + "participant_mid_q6_df = 100 * participant_mid_q6_df / participant_mid_q6_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "6aa5b66f", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "44f84a05", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['I usually read more on the assignments and materials during my free hours. I am not sure how many hours I spend on them though.',\n", + " \"As I'm severely behind schedule with my project work at the moment (extensive work travelling followed by the current chaotic situation), I can't answer this and the previous question reliably. I'm sure I'll use (almost) ALL the concepts introduced as soon as I'll manage catching up. I've been spending 0-2 hours / week with the assignments, but I would have needed / will need much more time to keep up.\",\n", + " '1-2 hours / week the weeks before situation got crazy in Spain (first week of March)',\n", + " \"Hard to say as some weeks were a lot and then some weeks I didn't do the homeworks\",\n", + " '1 hr / week sometimes + <1 hr / week some time depending upon the commitments or assignments',\n", + " '',\n", + " '\"some\" hours when I can, unfortunately not on a regular basis']" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "7301c951", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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1eG6rNq3l5ORkLpN2+NBhRUVGqUrVKlaNERXDhTDjLm5+t1QcSxcYdxrd1q+nXO20egrKPt73YG28pgAgB8lLAPmaOnWqsrOzze2qVatqzJgx13XN5557Th999JHS09MlSYmJifrmm2/08ssvm8cUVGJn0qRJmjRpUoHXXrdunbp3725RHFu2bNGECRO0du1a8wPfq1WvXl1vvPGGnnrqqWIlMbdt26b33ntPq1evVnJycr5jKleurBEjRmj8+PEWJxev/nfTrVs387mhCxcu1IcffqitW7ca/j+TpJo1a2rQoEFF/hlQtqxfttHQbtamqY0iwdV2/bvL0G7TvnWZLSO2dKHxQWDvAbcV+RwyWN+3X83Q2dOXzyH19fXRs+OevsYM+7Jy2WrDebCBNQMUEFi8RVKwD8ePnzC0W9zUooCReXl4uKtBwwY6fOiw4Xo8cENRnTl9Vgf2HTS3TSaTWrdtbcOIUFpCz53Xnp17DX2cPYmSxPserI3XFGyCIgKwU7w0AeRr+fLlhvYDDzxgKPtaHNWqVdMdd9xR6H1K2uTJk9W1a1etXr0638SlJF28eFHPPvushgwZorS0NIuvnZSUpHvvvVcdOnTQn3/+WWDiUpLi4uI0ffp0NWzYUPPmzSvyzyFdPsPg4Ycf1uDBg/X333/nSVyiYlg2b6X+Wr7J3HZ0dFT/4ZTztAeH9h82tG9scTmpnJ2dre1bd+j98VN0/11j1LfLHerdoZ+G9r1Hzz82Tj/OmKOwUPs59+/MqbPav+eAoW8AJWNt7sjBI5oz62dze+zLz8rbx9uGERXNnl179cUnXxj67h01wkbRwFpOnThlaNeuXatI82vVMp6pfvLEyeuOCRVLZESkXnvxDWVm5iyMuPW2HgqsGWDDqFBali5cZvibqFGThmrYuIENI0J5x/serI3XFADkYMk8gDxCQkJ0+vRpQ1/v3r2tcu3evXtr/vycs7m2bt2q9PR0OTs7W+X6hfn444/1xhtvmNs33HCDbrjhBnl6eiosLExbt25VSkrO2QILFizQW2+9pSlTplzz2hEREbr99tu1c+dOQ7+7u7tatWqlwMBAOTo6mkvVXtl9mpSUpGHDhunbb7/Vgw8+WKSfZ9y4cfruu+8MP0+jRo3MP8+///5bpOuhbEhJTlFUeLSO7j+mtYvX6+AuY4Js5JP3KLhhHRtFh6sdOXjU0K5Tt7bCQi9oyqSPtPOfXXnGp4Sl6GJYuHZs26kZ02ZqwF399eTzj8nN3a20Qs7XkgVLDe0bWzRVcP1g2wQDSZcXr7w34X3zrsUOndurT3/rvE+XlLS0NMVEx+jI4aNas2KtVi0zLiLq0q2z7ho+2IYR4nrFxsQqNjbW0FcjoGgJoxoBxp23Z8+cve64UL5lZGQoPi5ep06e1qa/NmvBbwuVeNV5hzWDauql11+0YYQoLZmZmVrx50pDXz8WW6EE8b4Ha+M1BQBGJC8B5LF58+Y8fW3bWl5nvzBt2rQxtJOTk7V79261a3f5jK5Tpy6vMtu6datGjMjZgTF27Fg999xzBV73Wmdx7tu3Txs3Xi6tOWjQIL3//vtq3LixYcylS5f0wgsvaObMmea+Tz75RE888YSCg4MLvHZWVpZGjBhhSFwGBgbq3Xff1b333itXV1fD+JiYGH344YeaMmWKsrKylJ2draeeekpt2rRRy5YtC/05rti5c6c2bNggSerfv78++ugjNWnSxDAmPj5eqampFl0P9ikxPlEP3PawRWPdPNw0+tn7dNugniUcFSwVFRllaKempOrR+55Q7KXYAmbkyMjI0MJfF+nA3gOa8vn7qlrNNqV+MjIytXLJKkMf5ddsb/aMH3XsyHFJlxfJvPzmOBtHlNcDQ0ebYyyMyWTSXcMHa+xLz5TZssq4LD4+3tB2c3eTh4d7ka7hV8XP0E5ISLjuuFC+fDrlP/rlx18tGtvm5jaaNHl8ntcVyqd/Nv+riPBIc9vVzVW9+vK5GCWH9z1YG68pADAieQkgj5CQEEO7evXqqlLFOg/OmzVrlu/9riQvryQJc+/89PHxKTSBeC3R0dGSpJdffrnAnZS+vr76/vvvdenSJS1atEjS5RW83333nd55550Cr/3JJ59ozZo15nbr1q21cuXKAv+d+fj4aPLkyWrdurWGDRum7OxspaSk6Pnnn9fatWst+nmufKh97LHH9NVXX+X7wLdSpUqqVKmSRddD2eXj561+w27XbYNuVWWfyrYOB1dJiDf+ofj+hA/NiUt3dzcNHHqHOnRur2rVqyo5OUUnjpzQ0kXLtXfXPvOcY4eP660XJ+jz7/5rkzMm//7rb0VHXTK33d3ddGufHqUeB3KcOnFKM7/+wdx+5OmHFVAGyyE6Oztr4N136O7hg1W3fl1bhwMrSEpKMrTdXIu+azz3gq/ExMQCRgIF69r9Fg0Zcbc6dGpv61BQipYuMh5H0rXnLapU2ctG0aAi4H0P1sZrCjbDIlLYKc68BJDHlUTfFb6+vla7tpubW54PU7nvV1K6dOmi999//5rj3nvvPUO7sIRicnKyPvroI3Pb29tbixcvtijZO2TIED3xxBPm9rp16/KUnS1MkyZN9Nlnn7FTpYKLiY7VygWrtWL+aiUlJl17AkpFWlqa0tLSDX0RFyMkScH16uiHBTP11AtPqE371qodXFs3NGmkfoP66ovvp+rJFx43zDuw96B+mvmzbGHJQmPJ2B59ehR59S+sJysrS5MnfGA+j7lx0xs07N4hNo6qeNLT07ViyUrN/fFXhZwLtXU4sILcD9xcXIt+Vrqbm/EhXVJSweeHAwXZsulvzf3pV+3cnrdEO8qnmOgYbdnwt6GvPyVjUcJ434O18ZoCACN2XgLII3cy0cfHx6rX9/Hx0cWLF83tqKioQkZbzxtvvCEHh2uv2bjxxhsVHBxs3v25e/fuAsf+/PPPioiIMLefe+45BRThTIIXX3xR06ZNM7f/+OMPtW7d2qK5L7zwglxciv5hFmWHu6e7vpr/mbmdlZ2lpIQkRYRF6uDuw/prxSbFXYpT5MUo/fL1b1r9xzq9NPk5NWha34ZRQ5KyMrPy7ffy8tRH06aoeg3/Aufe88AwRYZH6tcf55n7fvvxdw0dOaRUE4eREVHatsV4di4PAm1r7k+/af/eA5IkRydHvTbxVTk6Oto4qvx98uXHykjPSeAnJiYpOipaB/cd1Iqlq3T65GklxCdo0e9/asWSVRr3xgvqfyclicuT4iyuYj0WruWhxx/UPffdY26npqYqNiZWRw8f1fq1G7R92w5lZGRo819btPmvLRp6z9164dXn7fZ3JaxjxeKVysjIMLdr1grUTW0tO44DsBbe92BtvKYAVHTsvARQ6myxU9Dd3V233nqrxeOvPj8yKSmpwHMCVq0yngU3fPjwIsVVr1491a5d29y+ci6nJe68884i3Qtlj4ODg/wDq5m/atSsrno31FX77u005rn79b8Fn6nvkN7m8ZEXIjXpmfd09sQ5G0YN6fL5JPktlhh2/9BCE5dXPPTUGHl5eZrbcbFx2rZpm1VjvJblf65QZkamuV2nXh01vylv6W+UjtCQUH39+Tfm9oj7h6tR44Y2jKhw1fyrKqBmgPmrQaP6urljO41+dJR+XvijXh3/snk1eUpKit4b/76W/rHMxlHjenh4eBjaqSlFP3c7JdccdnojN29vbwXWDDB/1a0XrJtat9Swe4dq2rdf6OtZ/1NAYA3z+N9++V2TJ31gw4hRGpYtWmFo973zdqrToMTxvgdr4zUFAEYkLwHk4ednPOA7NjbWqtePiYkp9H4loX79+kXapZi7VG5B/w42bdpk/mcXFxe5urrq9OnTRfq6+uc/ceKERfEFBQWpWrVqFv88KJ9c3Vz18LgxGnBPzm6lpMRkfTZpmrKzs20YGaTLCczc+gzonc/IvNzd3dW15y2Gvl3b91glLkstXWg8O4pdl7aTnZ2t9yd+qJSUFElSzaBAPfTEQzaO6vrcOWSg3v3wbXM7OztbH7/3qcIvRhQyC/Ys9wO3lNSUIl8jNTX3AzePAkYC+bupdUtN++5Left4m/v+XLBYG9b+ZcOoUJIO7D2oUydOm9uOjg7qO7CP7QJChcH7HqyN1xRsxlTOv1BmUTYWQB65k4mXLl2y2rVTUlLMD1+vsOR8yOtV1HM7nZ2dDe309PQ8Y7KysnT+/HlzOy0tTfXrX1+5TkvP//T3v/bOresVHh5uKIlbFNWqVSuVGHHZvY8P15Y1fys64vJ/q6eOntbef/apZfsWNo6sYvOq5GU4h9Sviq8CatYoZIZR0+ZNtXRRTgLxzKkzVo2vMHt27lXI2RBz28nJSX0G3FZq94fRot//0I5/dpjbL49/SW5uroXMKBtu6dFF3Xp21YY1l5MKycnJmj93vh5/9jEbR4bi8KrkZWinJKcoKSm5SCv+o6OMn4MqVapkldhQsdQMCtTDjz+oTz74j7lv9vc/qtutXW0YFUrKkgXGXfs3d75ZVf2r2igaVCS878HaeE0BgBE7LwHkUbNmTUP7woULVjuX8sCBA9e8X0mw5KzLorp06ZKysvI/16644uPjLRpXGh9Ap02bpmbNmhXr6+pzPFHyXN1cdHPXtoa+XVtLd5ce8qpVJ8jQrlK1aAs1qvobx8fFxl13TJbK/SCwU7eO8vUr2iIQWM+302aY/7nTLR1Vq1aQwkLDCv2KijQ+uMjMyMwzJr+FOaXttr69DO2tm0u3PDKsx8fHR5UrVzb0XQgLK9I1ws4bx9euU7uAkUDhbrvd+Ltl/94Dio+z7HM2yo7k5GStW7ne0EelCJQW3vdgbbymAMCInZcA8ujUqVOevu3bt6tPn+svv7N9+3ZD293dXTfddNN1X9cW0tLSbB0CYBZYO9DQvhBy0UaR4IrgesHasW2nue3s4lzI6Lxy7wBPSy2d3zlJiUlav2qDoY8HgbZ1dfmnLRv/1l19hxb5GhHhEXnmzfr1e5ufm1kn2PhAJeR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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q6_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "4daac104", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q6_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "b5d44040", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q6_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "a541d31b", + "metadata": {}, + "source": [ + "#### \"Which of the following mode of communication you find most effective?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "a51dc742", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q7 = {}\n", + "other_answer = []\n", + "col = \"Which of the following mode of communication you find most effective?\"\n", + "answers = [\n", + " \"Weekly emails from the organisers\",\n", + " \"Slack channels to connect with others\",\n", + " \"Google groups for tracking weekly information\",\n", + " \"Website with links to various resources\",\n", + " \"All of the above\",\n", + " \"Other\"]\n", + "for c in participant_mid_df:\n", + " participant_mid_q7[c], oa = get_mcq_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q7_df = pd.DataFrame.from_dict(participant_mid_q7)\n", + "participant_mid_q7_df = 100 * participant_mid_q7_df / participant_mid_q7_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "f6ee0128", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "9d7ba734", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Gitter channel to connect with others',\n", + " 'I think there might be too many methods of communication about OLS? Sometimes I have a hard time finding information about something specific',\n", + " \"especially if it's in a Google Doc from a cohort call. \",\n", + " 'Slack channel',\n", + " 'Slack',\n", + " 'Slack instead of Gitter',\n", + " 'youtube recorded cohort-calls',\n", + " \"I didn't use Gitter nor the Google Groups. Slack is pretty useful and the weekly emails too. The website & GitHub are helpful as well.\",\n", + " 'I miss some live/online meetings to get to know people',\n", + " 'not via tools.',\n", + " 'Review notes from mentor mentors',\n", + " '',\n", + " 'Whatsapp ',\n", + " 'OLS Calendar',\n", + " 'Slack is useful',\n", + " 'but is a shame that is a free version so lose access to some posts after 90 days. Perhaps could migrate info to open source version',\n", + " 'Mattermost instead? ']" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9513449e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q7_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "b6a9dd33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q7_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "a6394c5b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q7_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "b956eef2", + "metadata": {}, + "source": [ + "#### \"How many cohort calls have been able to attend or watch in this round?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "21da6907", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q8 = {}\n", + "other_answer = []\n", + "col = \"How many cohort calls have been able to attend or watch in this round?\"\n", + "answers = [\n", + " \"I have attended all the cohort calls so far\",\n", + " \"I have attended 1-2 cohort calls and watched the missed call on YouTube\",\n", + " \"I watched all the cohort calls on YouTube but have not attended any call so far\",\n", + " \"I have yet to watch all the cohort call videos\",\n", + " \"Other\"]\n", + "for c in participant_mid_df:\n", + " if col in participant_mid_df[c]:\n", + " participant_mid_q8[c], oa = get_mcq_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q8_df = pd.DataFrame.from_dict(participant_mid_q8)\n", + "participant_mid_q8_df = 100 * participant_mid_q8_df / participant_mid_q8_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "ed4882c8", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "15f34cf7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['I have attended all the cohort calls except one',\n", + " 'which I watched on YouTube',\n", + " 'I have attended 4 cohort calls',\n", + " 'and watched the missed call on YouTube',\n", + " 'I have attended all except one',\n", + " 'I have missed two cohort calls and watched the missed one on YouTube',\n", + " \"I've been able to join most cohort calls\",\n", + " 'but have caught up on some missed sessions on YouTube.',\n", + " 'I have attended all calls except one',\n", + " '3-4 cohort calls and the rest on Youtube',\n", + " 'Attended 3 calls and watched the missed call on youtube. ',\n", + " 'I have missed 2 cohort calls and watched the call on YouTube',\n", + " 'i have attended most of the cohort calls ',\n", + " \"I was not able to attend the first call or last week's call. \",\n", + " 'I have attended 3 cohort calls',\n", + " 'and watched the missed call on YouTube',\n", + " 'I have attended more than 2 cohort calls',\n", + " 'and watched some missed calls on YouTube but there are some of them that I have yet to watch',\n", + " 'i have attended in most cohort calls and watched 2 on youtube ',\n", + " 'Some']" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "925955fe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6qEPi+uijjwzJDCaTSc8884xGjhypkiVLWrZnZmZq8eLFGjp0qA4dOqTXX3/dsOpEfpx535qVs+//pk6dqt27d1vKVapU0ZdffqmOHTtaHbyRmZmpzZs3a9GiRU67V0DhlpaWprEjxyk97fI9RqvWLXV3lw5ujgpwvQvnL+RYBSu0XDm79hFaznh/E3k08prjApwtISFBv8xfaNjW7o62Dj9OiRLGRLmY6NxXDrQm+0qDycnJOnXylMLKO37yBiAv9Be4kdFnAEab1v6j6DNX328+vj66s9Mdbozoqt9+/sNQrtewrqpUr+KeYADAhUhfBAAAAG5gMTExqlevnv755x/16tXLkMwgXR5w1K9fvxyDAr/55hvDLMXWLFy4UKtXr9awYcNyHcQsXV4V4oUXXtDq1asNX3SOHz8+19l3PT09NWDAAEs5JSVFM2fOzDOerLIP9nnkkUes1ouPj1ffvn0tA1BNJpO+/fZbzZw502oygyS1a9dO69evV6tWrSzbfvjhB8NApmvVvXt3lcvyh5aZM2faPFv8d999Z5jF1dogxys++ugjLVu2zFJu0qSJIiIicm0TFBSkcePGac6cOZbBnUlJSXruuedy1C1VqpSqVKmiKlWqGAYXms1my3ZrPwWZrTerK/vJPhAzKCgoz+Nmn6H49OnTeuGFFwzbnn/+ec2dOzfHYDbp8soay5Yt03333WfZlpmZqUceeSTfwZj2yJ5csHjx4lxqGh9r0aKFgoODLXEtXbrUpnbFihVT69atc63rrOtAQECA5bXJnuRSoUKFXF9Ha4kOixcv1meffWbY9t577+m3336zmswgXZ4dPzw8XJ999pkiIyNtHtgbExOjcuXKaePGjXrsscesJlLdfffd+v333w3X4x9++MGS6OFIffv2VWRkpN577z21adMm14QPDw8PdejQQevXrzcMwNy4caNWrFjh8LicITQ01PI+yMrX1zfPc9+WhIaYmBjdfvvtWrduXY5kBunyde3ZZ5/Vhx9+aNg+adKkPPe7ceNGvfXWW5ZyyZIltX79eo0ePdrqIG+z2axBgwZpw4YNhsH4L7/8ssPfP5MnTzaslOTl5aWZM2dqxowZVpMZrsR31113acqUKTpy5Eiu+3766acNs+XXqVNHGzZsUOfOnXMkDgQGBmrs2LGaOXOmYaDvrFmzcswGn5cryQwLFizQu+++myOZQZJq166tJUuWqGLFqzM3HjhwQH///XeOulckJyfnGBTeu3dvLVmyJEcygyRVrlxZP/30k4YPH27Y/txzz1mSnGwRFxen4OBgrVq1Sk888YTVPvvKNdlR/WJBDR8+3JJUIUnlypXTmjVrNGbMmFwT6wIDA9W3b1/99ddfeSaM3kjXOOlyUmPW9+fChQttft/s2bNH69evt5TzG9Rvq+PHj2vkyJGGbRMmTNAnn3xiSGaQLt9n33333Vq/fr1q1aqllJQUu1YecOZ96xWuuP/75ZdfLP83m81asmSJOnfunOtMlCaTSU2bNtXo0aN15MgRq3Hg+vbdtzO0f+/llXf8/Pz00psvujkiwD2y3+/6+vmqWDE/u/YRHBJsKBdkVT7A1b783wTFxlxdEbB4YHHd17Orw49TpVoVQ3lnxC7rFXORfYZhSYqPY5UpuB79BW5k9BmA0W+//Gkot73jVhUPvLZJ1RwhLS1di38zTizWpbvtk5YAQFFGQgMAAABwAzObzZo7d26uA8au6Natm5o2bWopR0ZG6sCBA3m2yT5oND8333yzYdWHQ4cOGQZWZffII48YBjZOmTLFpuPs2rXLMLtyixYtVL9+fat1v/76a50+fdpSfvHFFzV48OB8jxEQEKA5c+YYBk9lH8h6Lby8vPTYY49ZynFxcXnOdp3VxIkTLf83mUy5ztqdmJio8ePHW8olSpTQokWLrA7yzK5Xr1568sknLeXly5cbZsu9HkyYMEGJiYmWcvPmzQ2/L2vMZrO+++47lS9f3rLt+PHjec4Ob686deoYBjNmX00hq6yPdezYUXfccYfVx7K6ePGi4fxp27ZtrqubSM6/DjhC1gHjkvTEE0/o5Zdftrl9UFCQXQN7p0+frurVq+dZp2nTpurevbulnJCQ4JRZwsPCwuya/drHx0dTp041tLFnFvzrVVBQkH744Qf5+/vnWW/48OGGQeMbNmwwXEeye/vttw0JPd9//70aN26cbzy1atXSV199ZSlfuHBBkydPzredrdLS0vTuu+/miLVfv3427yO3JKCDBw8aBvN6enpq9uzZKlOmTJ77e+CBBzR06FDDto8++sjmeKTLiR/33HNPnnUCAwNzXB/ySmiYNWuWTp48aSlXrlxZU6dOzZFAmt3//vc/NWrUyFJOSEgwvKa2+N///pfr/U1hsXfvXs2ZM8dS9vT01Ny5cw3PPT95JZTdaNc4Dw8PDRo0yFJOTU3VjBkzbGrrrNUZJk6caFhtpWfPnrmuwHZFmTJlciQp5cdV962uuP87evSo5f8333yzatSoke9zuMLT09Ou9zyKvkMHD2vqpKsrOQ0Z/pjCyts3wzBwvci6Cqck+frYn3yZPQHOnsQ6wB2WL12hH2fNM2x78ukhOWbGdoQmzZoYylHHohSxbYdNbbdt2abjUcdzbE9I4ByD69Ff4EZFnwEYnT97XutWGv/21KVbJzdFY7R+1XqdjT1nKfv5+ar93be7MSIAcB0SGgAAAIAbWM+ePXOdSTm77IP8tm7d6pR4slq3bl2udatVq6Z27dpZyjt27NA///yT7zFsXZ1Bkj7//HPL/wMCAgwDrfNTsWJF3X///Zby4sWLlZycbHP7/AwZMsQw03DWRIXcrFmzRjt37rSUO3TooGrVqlmtO3v2bMOsvs8++6xhVYj8jBgxwlD+9ddfbW5bFEyfPt1Qfvvtt20aeBcYGKhXX33VsG3atGmODM2wSsPhw4etJh+dO3dOmzdvNrTp0KGDpZxbQsPy5cuVlpZm9ViOYs914FpFRERo7dq1lnLx4sX1/vvvO+14LVq0sPl35oprbkGUK1dO4eHhlrIzX5+iYsiQIfkOuJcuD2rt2LGjpZyWlqYdO6z/Me/gwYOGFQbatm2rTp1s/4NKr169DLN0O/Ia/PvvvxtWWKhWrZpefNExs0HPmDHDkMRx//332zy4fcyYMYZBBcuXLzcMDM6Ln59fjn4rN/acm9n7itdeey3fxBfp8qDksWPHGrbZ01dUrFjRrgQTd5k4caLh9e7fv3+eq/64QlG/xg0aNMiQ8Jv9vtea1NRUfffdd5ayn5+f+vTp45B4su5Xunye2qJZs2bq2tX2WSJddd/q6vu/M2fO5FsHN66MjAy9M3KcZbWPOjfV0f39ers5KsB9sg9Q9fbJPfE+N9kT1RMSck8+Btxt3579Gv2acYKGluEt1OuBnrm0uDalSoWoWcumhm3/G/+ZZVXb3KSlpel/4z+z+tilSwlWtwPORH+BGxF9BpDTn4sWG/7WVb5imBo1vfbVSh3htwV/GMq3393O7tWEgPyY5HFd/6Do4tUDAAAAbmBdunSxuW72xIeCDrBJT0/XhQsXFBUVpSNHjhh+sn+h+d9//+W5r+yzx+Y3aCslJcUwU62/v78efPBBq3X37t2ryMhIS7lz584KCLBvqdHbb786Y0ZycrJhZvtrFRYWpm7dulnKW7ZsyTeh4+uvvzaUs85Gm132Ae0PPPCAXfFVq1ZNlSpVspRXr15tV/vCLCoqyjBINjQ0VHfeeafN7fv162eYnXvjxo2GL06vVdbEBOlyMk12S5cutQwiLVGihFq0aGFoFxUVpd27d+dol31fBU1ocOR14FosW7bMUO7bt68CAwOddjx3XHMLKiEhQadPn9bRo0dzvEYlS5a01NuzZ48yMzNdGlth44zXdenSpYayvddgk8mktm3bWsobN260DHi8VtnPm8cee8yumdTzsmbNGkO5f//+NrcNDg7O8VpkTVjKS6tWrRQcHGxT3cqVK6tYsWKWcm6vYWpqqqHfN5vNud5zWNOxY0fDClqHDx/WiRMnbGrbtWtXh70mzpT9vZTfzP2OdL1e46pUqWK4J9m9e3e+K/wsWrTI8D7u3bu3Q2ZozH6/1LBhQ9WrV8/m9vYk5bjivtVV93916tSx/P/YsWMOXeUN15c5M3/UzohdkiRPs6deH/NKvisAATeSrAl+trdxQiCAE5w6eUrPDXveMDC7XFio3npvdIHe+7Ya/PggQ3nH9h0a9eqYXD9rJicn682XR2nXjpzfL0kqEp9ZcP2jv8D1jj4DsO6PX/4ylDvf19Gp54StYqJjtXGd8W+9Xbp1dlM0AOB65vyrAAAAALhe3XTTTTbXzTq4S5IuXLhgU7tz587p559/1m+//aaIiAgdOnTIMBtvfm3z0qNHD5UsWdJSb/bs2frkk0/k52d9popff/1VMTExlvL999+v4sWLW62bfVBlpUqVDDNS2yL7l6wHDx7Urbfeatc+8jJs2DDNm3d1meCvv/5azZo1s1o3NjbWULdChQo5ZpnOKuvz9/b2lo+Pj93PPzg42JIUcvDgQbvaFmb//vuvodyiRQu7vlAPCgpS3bp1LatlJCQkaNeuXbr5ZsfM/nLHHXfIw8PDcp4tWbJEQ4cONdTJOvDv9ttvl9lsVqVKlVSrVi3t27fPUif7NSJru3Llyql+/fo2xeTM68C1yD7zdtZVX5zBFdfcgsjIyNCKFSs0b948/fPPP9q9e3eOGevyanvx4kWnLE9eVDjjdc3eB5UpU8bua3DWQfdJSUk6ceKEqlSpYtc+rHHmeZP9+tqqVSu72oeHh2v+/PmW8j///KO+ffvm286e11C6fB2/co7k9hru2rVLiYlXZ2msV6+eXQlTnp6eatGihRYtWmTZ9s8//+i+++7Lt23jxo1tPo67xMXFGVYo8ff3z/Ue5lrdaNe4Rx55xNBff/vtt2rZsmWu9e1Zvcwe1u6X7GFPfVfct7rq/q9v376G69iLL76oBQsWaNCgQercubNdK0/g+nX82HF9/cUkS7nvQw+qVp1abowIcL+s976SlJxk/wqZSdnaMAsqCqOzsWc17LGndeb01dWpQkqF6IvJn6lkcMk8Wl67ps1v0QP97tec73+0bPvr98XaEbFTvR/sqUZNblZgiUBdvHBRWzdv17wf5unE8ZOSJB8fH/n6+erC+aufn4oXt2/iGMAR6C9wI6HPAKzbFbFbhw8esZQ9PT3Uqevd7gsoiz8XLlZ62tVJvypXq6QGjWyfIAQAijoSGgAAAIAbWPaBlXnx8vIylFNTU/Osn56ervHjx+udd95RfHx8geLLbwCvr6+v+vXrpy+++EKSdPHiRc2bN08PPfSQ1fpTpkwxlLOv8JDVsWPHDOUPP/zwmmdIPXv27DW1z65du3a66aabLDPp//DDD/r444+tDrqbOnWqkpOv/rHlsccey3UGz4yMDMMs0CkpKapevfo1xero5+5O2WfjrlXL/sFDderUsQxos7bPa1GqVCk1btxYmzdvliT9/fffSktLk9l89SuArAMds67M0KFDB0tCw+LFi/XMM89YHjt69Kj2799vKduyOoMrrgPX4uTJk4ayPTNHF4Qzr7kFtXr1ag0fPlwREREF3seFCxeK1GBfR3PG65q9D+rVq5f9gWVz9uxZhyQ0OOu8SUlJMZzvpUuXtut3KxlnNpdsv7bae5ysr2Nur6Gj+oqsCQ22Pp8yZcrYfSxXO336tGHlg9q1aztlZvEb8RrXvXt3hYSEKDY2VpI0Z84c/e9//5O/v3+OuidOnNCff/5pKdesWVO33XabQ+I4ffq0oVyzZk272lesWFG+vr5KSkrKs56r7ltddf/Xo0cP9ejRw5DUsHbtWsuKMzVq1FB4eLhat26tW2+9NcfKP45y5swZRUdH51/RitKlSxeJ61BRlZmZqXFj3lNS4uVzo3yFMD06NPfPtcCNIvsA1aTkvPsPa7J+Z2Jtn4C7XbhwQcMefUqRR66uKBtUMkhffvO5KlWulEdLx3n2had1/tx5/fX71RU8T0Sd0Kcffp5rGw8PD415d5Q+/fAzw+DUgFwmmQGcif4CNwr6DCB3v/38h6HconVzlSpTyk3RGP2+wBhbl26d3BQJALgHazIBAAAANzBnLdOalpamBx98UK+++mqBBzFLsmkG9+yzyGafZfaKqKgo/fXX1SVE69atq/Dw8Fz3e2UQmCPFxcU5fJ9ZZ95PSEjQjBkzctTJzMzUpElXZ/A0m815JnOcO3fO5tnzbeWM5+4u2VcMKMggx+xtHJ3wkTXZ4OLFi9q4caOlvH//fsOsxdkTGq5YuXKlYQnoxYuv/uEh+zGsceV1oKCyn+f2Dmq2V2FbGnvevHm64447rmmgr+Tc16gocMbrWpj7oKyxmc3mXFc6spc7r63OeA3d+Xwc9Zo4kyuuvzfqNc7b21v9+/e3lOPi4jR37lyrdadPn6709KuzvjlqdQYp5zlgzwolV9hy3rjqvtVV57TJZNKcOXP02muvydfXN8fjBw4c0HfffachQ4bopptuUs2aNTVmzBiH30tOmDBB9evXL9DPhAkTHBoLjBbM+0X/btxsKb8y8mX5+vq4MSKgcAjINmtvUmKSEhISc6lt3dlY47W0KNxT4cYRHxevpx57Rgf2X11JKjAwUF9M/kzVa1RzWRxmL7PGfvCWnnv5WZUokf/9XViFME345nO1v+t2xUQbPwOEhAQ7K0wgV/QXuBHQZwC5S0xM1N+LVxi2FZakge1bIhQVedxSNpvNuvue/CcWAwrCZDJd1z8ougrXX9IBAAAAXBc++eQTzZs3z7CtZcuWGj9+vJYvX64DBw7owoULSk5OVmZmpuHHXo0aNVKTJk0s5ZUrV+rAgQM56k2bNs0w2Cm/AVtZB3I7SkGeX34efvhhwx9NJk6cmKPOsmXLDDPrd+3aVWFhYbnu0xnP/XqS/XV0xBcjjv5yJXuyQdYVGbL+v1q1aoZZjNu1a2eZefzSpUtat26d1XbWjpGdK68DjnIjfcl19OhRDRgwwDC7fJkyZfTcc89p/vz5ioiIUExMjBISEpSRkWF4fQYMGODGyG8MhbkPctZ5UhSurfa43p6Pszn6ud3o17jsiau5JfxmXb3MbDY79bk76/3rqvtWV57TZrNZ77zzjo4cOaIPP/xQt956q3x8rA9YP3DggEaPHq1q1appzpw51xwTCr/JE66ez+G3tlKFShV04vjJPH9iY4yDgdLS0nPUcdZqYICrBAUF5UieO5VtZbH8nDxhrO+q2YuB/Fy6dElPP/Gs/tu9x7LNP8Bfn038RLXr2L9qlCP0fehBLfjrZ7068mXdfmc7la9QXv7+xeTj46PyFcqrTdvWGvPuKM1ZMEu3NL9FUceiDH1NxUoVVDyQQeBwPfoLXO/oM4C8rVi8UgmXEizl4JCSanVbKzdGdFX2lSPC27ZSyWDnTsIFAIWN2d0BAAAAALi+pKSk6J133rGUTSaTpk6datMAqYsXLxbomI8++qhhpYIpU6Zo3LhxlnJmZqamTp1qKXt5eemhhx7Kc5+lShmXF501a5b69OlToPicqXjx4nrooYcsM6Hu3LlTa9asUZs2bSx1vv76a0ObJ554Is99hoSEGMq1atXS3r17HRRx0RccbJwN6MKFC7nUzF32No6embpNmzYqVqyYEhIufzG7ePFijR492vL/K7KuyCBdfj+1bNlSq1evttRt166dMjIytGzZMku9hg0bqmzZsrke3x3XgYLIfp6fPXtW5cuXd9nx3en999+3vD8k6d5779Xs2bPl7++fb1tXvkY3qlKlSmnfvn2W8okTJ1SuXDk3RnRVSEiIoqKiJF1eiSUuLs4hsxEWhWurPa635+No1q6/jnSjX+Pq16+v5s2ba9OmTZKkNWvWaN++fapV6+rghexJwF26dFFoaKjDYsj+fnXEOWCNq+5b3XFOly1bViNGjNCIESOUnJysLVu2aN26dVq9erWWLVtmWAHrwoUL6tOnj3x8fNStWze7Y0PRkZycbPn/utXr1b1jT7v3EX0mOke7GXOnqZabBjgBjlKtelVt27rdUo6MPKZq1W2fhTgq6rihXK1aVYfFBhRUYkKinn3yee3YvtOyrVixYvr0q09Ur0E9N0YmBQT4q8f93dXj/u751t2xbaeh7O7YcWOjv8D1ij4DyN9vC4xJA3ffc5fMZk83RXNVwqUErViyyrCtsKwcAQCuxAoNAAAAABxq5cqVhsE6Dz30kM2zvZ44caJAx+zbt6/8/Pws5enTpys9Pd1SXrFihQ4dOmQp33vvvSpTpkye+8w+WDvrwNLCJmsyh2RMYDh16pR+/fVXS7lGjRq6884789yft7e3YYDV4cOHmbEzi+zvnYK8N7IPtMvv/Wgvb29v3XbbbZbypk2bdOHCBaWlpWn58uWW7dkTGrJvu5L8sHnzZsNg0/xWZ3DHdaAgsg8Q3717t8uO7W6//PKL5f8BAQGaOXOmTQN9Jde+RjeqwtwHOeu88fb2VokSJSzlM2fO6Pz583btw9nXVnsUhb7CncqWLWuYnX7fvn2Ge7drxTUu52pkWVdjsFbOb/Uye2W/jmVdLcwWx44dU1JSUr71XHXf6u5z2sfHR61atdKIESO0YMECxcbG6ocffjAkqWRmZurpp582rEpXUEOHDtXOnTsL9JP9swkAuEr1GjUM5YhtETa3TUhI1P59xr6qRs0audQGXCMpKUnPDRuhbVuuDrz29fPVJxM+0s2NG7oxMvtt2viPoXxLsya51AScj/4C1yP6DCB/x44eU8RWY8JMl+6d3RSN0bI/lxu+BytdppSahzd1Y0QA4B4kNAAAAABwqOyDle655x6b265bt65AxyxRooR69eplKZ84cUJ//vmnpfztt98a6j/66KP57jM8PNxQzjqrfWFTr149tW3b1lKeN2+eYmNjJUnffPONYVDXkCFDDAMIc5P1+aempmrFihWOCzgbW+IpTMds2tT4JeKGDRvsGjh2/vx5wwDgYsWK6aabbipwPLnJmpiQnp6uv//+Wxs3brTMPO3p6an27dvnaJc1WWHr1q2KjY3N8f7PL6HBldeBa3ktW7dubSg7831emCQkJBgG7N52220KDAy0qW1SUpK2bt3qrNDw/wpzH+TM8yb79XX9+vV2tc9+/WjWrNk1x1RQ9erVMyRb7ty5066Z/9PT07Vx40bDNmc+H1f3xQEBAbr55pst5fj4eP37778O2TfXuMv69OljSOKYPn260tLSJF1ehWLevHmWx8qVK6fOnR37B1xr90v2yP7+z4sr7lsL2/2ft7e3HnjgAW3cuNGwutSxY8e0efPmAu/3ijJlyqhevXoF+rmekq8AFC2tbzXeQ//7j+33Fls3b7H0k5JUp24dhZQKyaMF4FzJyckaMfxFbf5ni2Wbj4+PPvp8vJo0bezGyOx36dIl/b346uQaxYoV012d8p5sBXAm+gtcb+gzANv8tuBPQ7lh4/qqVKWim6Ixyr5yRKf7OsrT0/0rRwCAq5HQAAAAAMChss+mnHW25fxMmzatwMfNPqvslSSG8+fPa/78+ZbtFSpU0N13353v/po0aaJSpUpZyuvXr9fOnTvzaOFew4YNs/w/OTlZ06ZNU0ZGhr755hvLdh8fHw0aNMim/WX/HU2ePNkxgVrh4+Nj+X9ycrLTjpPbMe09boUKFVS5cmVL+dSpU/r7779tbj979mzDLNQtWrSQl5eXze1tlT3pYPHixVqyZIml3Lx5c6vnZ7NmzSwzHWdkZGjp0qWGdj4+PobVH6xx5XXgWl7L7KuVzJo1S3FxcXYdvyi6ltdn1qxZSklJcXBEruWOa469sl+DZ8yYYdNM5a6Q/byZPHmyQ2YDl6Q2bdoYyt9//73Nbc+dO6dFixYZtmVPvnAlLy8vNW/e3FJOS0vTjz/+aHP7xYsX68yZM5Zy1apVFRYW5tAYs7qWa2lBZX8vTZw40SH7vdGvcVcUL15cvXv3tpRPnTql33//XdLle5GEhATLYwMHDnT4H0mz3y/t2LFDu3btsrm9Pee/K+5bC+v9X1BQkHr06GHYdvjw4WveLwqvZesWa+OOdXb9TJjyhWEf5cJCc9SpVadWLkcEio7w1q3k6+trKW/fFqHDh2y7Jv6y4FdDuf2dtzs0NsAeqampeunZV7Rpw9UZqr29vTX+s/fVvKX7krYLas7MH5WYmGgp392lg82rpwHOQH+B6wl9BmCb9PR0/bVoiWFbl26d3BSN0ZGDR7R7x3+WsslkUuf78v87NnAtPGS6rn9QdJHQAAAAAMChrgyEvmLPnj02tfvll1+0evXqAh+3bdu2qlmzpqW8aNEinTlzRrNmzTJ8ATpo0CB5eOT/UcjDw0NDhw61lDMzM/X0008bZmAqTLp3724Y6Dhp0iT99ttvOnr0qGVb7969FRJi24xRDz30kIKCgizluXPnatmyZQ6LN6usx4mJiTGsKOEsWY8pSSdPnrSr/cMPP2wov/nmm8rMzMy3XXx8vMaNG2fYNmDAALuObav69esb3hOLFy82zPKedQWHrDw8PHTHHXdYyj///LNhlvQ2bdoYZh23xpXXgWt5LbOvbnLx4kW9+uqrdh2/KCro63PhwgW9/fbbzgjJpbK+Z+w9912lQYMGhvfmsWPHclw73KVjx46qXr26pXzw4EF9/PHHDtl3//79DX30nDlztGPHDpvajh492jAIv127dobBx+6Qva8YN26cYRB5btLT0/XGG28Ytjmrr7jiWvvFgnjiiScMg+hnzJhh9yz+1tzo17issq9KdiXhN+vqZSaTKUdisKNkPwdGjRplU7t//vlHv/76a/4V/5+r7lsL6/2f2Ww2lLMnKAHAjcLPz093drjDsG3KN9PybXfkyFH9vfTqTMBms1mduxSOwU248aSlpenVEa9r3eqr38OYzWa99/E4tWrd0o2RFcyRQ0c0ZfI0S7lYsWIa9JhzP9sA+aG/wPWCPgOw3YY1GxUbHWspF/MvpnYd2ubRwnUWZVudoXGzRgqr4LyJbQCgMCOhAQAAAIBD3XzzzYbyF198oUuXLuXZ5t9//7V55YC8DB482PL/1NRUzZgxQ1OmTLFsM5lMdh1nxIgRhlUali9frkGDBtk9S3ZkZKT++OOP/CteA7PZrMcff9xS3rdvn4YPH26o8+STT9q8v6CgIL344ouGbb169dKaNWvsiis9PV3z58/X2bNnc61Tt25dy//T0tK0fPnyXOs6SrVq1eTt7W0pL1++3K5EiqFDhxpm8tqwYYNeeeWVPNukp6dr4MCBioqKsmwLCwtTnz597IjcPllnvz506JBhoGhuCQ2ScXWHH3/80TBbdfaVH6xx5XUg6/tHkiFpwxYjR440lL/88kt99NFHNre/cOFCoZk531Z+fn6GBLCtW7fm+3tLSEjQgw8+qCNHjjg5OufL+p45evSo9u7d68ZocvfOO+/IZLo6k8zbb7+tL774Io8W1m3cuFFbt251WFyenp56/fXXDdtee+01/fDDDzbv49SpU1a316hRQ127drWU09LS9OCDDyomJibP/c2bNy/H72bEiBE2x+Ms/fr1U2hoqKV8+PBhPfroo/muaDFixAht2bLFUvbz87OrDy+Ia+0XC6J69erq16+fpZyWlqZevXrZnMQiWX8v3ejXuKxat26tOnXqWMq///67li5dqn/+uTpzY9u2bQ1JSo40ZMgQw/3STz/9lO9KHGfOnFH//v3tWvnFVfetzr7/S0hI0Oeff27XalHx8fGG1eiknPdGAHAjeXLYE4ZEr18X/KoVf6/ItX5ycrJGvT7KcN/Trcd9qlipojPDBKxKT0/Xmy+P0sq/V1m2eZo9Ne7Dsbq1XZs8WhZMs/otDT+bN23Ot409E70cOXxUwx57SslJVxPPhz37pMqFlStQvIAj0V+gqKPPAOzz28/Gv9Hecfft+U7clZ/bGt1h+Nn6zza795GWmqbFi5YathWWlSMAwB1IaAAAAADgUC1atDDMiLx//37ddddd+u+//3LUjY+P1wcffKB27drp3LlzKl269DUde+DAgYY/RLz//vvavPnqF6t33HGHqlatavP+AgMDNWfOHMM+Z86cqSZNmuj777/PcxDzyZMnNXXqVHXt2lXVqlXTnDlz7Hw29nv88ccNsUZGRlr+36BBA4WHh9u1v5deeskw6P38+fNq166dhg0blucA4NTUVK1bt04vv/yyqlevrp49e+rixYu51r/9duPS3IMGDdKECRO0efNmHTp0SEeOHLH85Deo1Vbe3t5q3bq1pRwZGamuXbvql19+0e7duw3HPHLkSI7XOjQ0VOPHjzds++CDD9SnTx8dO3Ysx/F2796tO++8Uz/99JNlm8lk0jfffGMYQOpo2ZMWrswiXKJECbVo0cKmdtlnHrYlocGV14G2bdsaBn1/9NFHevPNN7VmzRrt37/f8DpmHUx4Rfv27XMMfH7hhRfUtWtXw/Ujq4yMDK1fv17PPPOMKlasmOvg7MLsgQceMJR79+6t77//PscA0szMTC1dulStWrXSn3/+KUnXfK12t+zXnPvuu0/Tpk3Ttm3bdPjwYcN75vz58+4JUpcHIo8ePdqw7amnnlKnTp20YsWKXAf7ZmZmas+ePRo/fryaN2+uli1bavv27Q6NbdCgQerVq5elnJqaqr59+2rgwIG59g9paWlaunSpBg8erCpVquS6788++8www/7u3bvVqlUr/fXXXzmuR3FxcRo1apT69u1r+H088MADuueeewr47BzHx8dHkyZNMmybPXu27r77bqvXw8jISPXu3VuffvqpYfvHH3+sMmXKODXWa+0XC+rTTz9VjRo1LOXjx48rPDxcb731Vq59flxcnOX3mFtS4I18jcsu6+oLaWlp6tu3r+Hx7Ks4OFL58uX11ltvGbYNHTpUI0aM0Llz53LUX7x4scLDw7Vv3z55e3vL39/f5mO54r7V2fd/KSkpevrpp1WhQgUNHjxYCxcuzDO5YdOmTbrjjjsMK7K1bNlStWrVyrUNAFzvKlSsoH4PGfu6Ec++qNnf/6DUFGOy5qGDh/T44CHatvXqvXJQUJCeGDbEJbEC2b395jta+pdxlalhTz+p2nVr6cTxE3b9ZF29zpHGvP623nh5pFavWJPrZ4LoM9Ga9OVk9e/9sM6cjrZsb3Nba/Xu08tqG8DV6C9Q1NFnALY7G3tW69dsNGzr0r2zm6IxWrNync6fO28pFw8srtvuuNV9AQGAm5nzrwIAAAAAtvP09NQHH3xgGEi2fv161atXTw0bNlTt2rVlMpl04sQJbdq0yfJlqdls1nfffadOnQo+80RoaKg6d+6sX3/9VZIUHR1teDzrgC5btW/fXtOmTdMjjzxiifW///5T//79NXjwYDVq1EhhYWEKCAhQfHy8zp49qz179ujMmTMFfh4FVa5cOXXv3l1z587N8VhBZnY2m8368ccf1blzZ61bt07S5Zl/JkyYoAkTJqh8+fKqX7++goODlZGRoYsXLyoqKkp79uyxa1bn3r176/XXX7cMNj9x4oSGDRtmte6AAQM0bdo0u5+LNc8//7xhNYg///zTMpgxu+XLl6tdu3aGbcOHD9emTZs0Y8YMy7YffvhBc+bM0S233KKqVasqPT1d+/bt086dO3Psc9SoUdf0frfFnXfeKZPJlGMQcPv27eXp6ZlruypVqqhmzZrav3+/YXupUqXUuHHjfI/ryutAlSpV1KNHD8tgwZSUFI0dO1Zjx47NUbdy5cpWZ99+//33FRkZaTh3Fi5cqIULFyosLEwNGjRQSEiIkpOTderUKUVERNg1e3JhNGLECE2ZMkUnTpyQJF28eFH9+/fXCy+8oKZNm6pEiRI6e/astm3bppMnT1ra9evXT2azWdOnT3dX6Nfs0Ucf1Ycffmh5Dffu3Zvr6iCjRo3KkVTgSiNHjlR0dLRh9YEr16oSJUqocePGKl26tLy8vHTx4kWdOXNGu3fvVnx8vNNjmzp1qs6cOaNVqy7PBJeZmanp06dr+vTpqlq1qurUqaPg4GAlJCTo+PHjioiIsGkQfMWKFTVjxgz17NnTcm04cOCAOnbsqAoVKqhRo0YqXry4Tp48qQ0bNuTYZ6NGjfKdAd6V7r33Xr3xxhuGa9LSpUt10003qUGDBqpZs6Y8PT11+PBhbd68Ocf1etCgQXriiSdcEuu19osFERQUpF9++UV333235T4gPj5eo0aN0pgxY9SwYUNVqlRJxYsX18WLF3Xw4EHt3btX6enpki4ntVlzI1/jsnv44Yf12muvWe7Nst4fBwUFqUePHk49/vPPP6+VK1fqt99+k3Q5KfDjjz/W559/rpYtW6p8+fK6dOmStm/fbkjGffvttzVhwoR8V3i6wlX3ra64/7t48aKmTp2qqVOnymQyqUaNGqpWrZqCgoJkNpsVGxurnTt35kjULFasWI4kKgC4ET3z/NM6eOCg1qxeK+lyQt9777yvSV9PVt26deTv76+oqCj9t3uP4d7Ly8tLn3z20XWX3Iii47dff8+x7bOPv9BnH9u/Ut/XU77ULc1vcURYBikpKfp7yXL99dtimc1mVa1WReXKl1OxYsUUHxevUydP6eCBQzk+17QMb6F3PzKuQgi4G/0FijL6DMB2fy1covS0dEu5ao2quqlBnTxauM7vC4zfvd7V+Q75+DhvEjTgCq6xKKxIaAAAAADgcPfff7/27dunkSNHWr6MzMzM1Pbt263OEu3n56fvvvtOHTt2vOZjP/roo5aEhqyCg4PVvXv3Au2zX79+ql27tvr06aMDBw5YtqekpGjTpk027SPrbNPONGzYsBwJDQEBAerfv3+B9leiRAmtWLFCr7zyij799FPLAELp8izKx48fz3cfxYoVk4+PT66P+/n56eeff1a3bt1s2p+j3HPPPRo7dqxGjRpleF72mD59usLCwjR+/HjLrM+ZmZn6999/9e+//1pt4+Pjo08++aRASSb2Klu2rBo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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q8_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "31c40bc4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q8_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "985bd408", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q8_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "cab1a594", + "metadata": {}, + "source": [ + "#### \"To what extent did your mentor meet your expectations?\"" + ] + }, + { + "cell_type": "markdown", + "id": "c433343e", + "metadata": {}, + "source": [ + "Range from 1 (Not at all) to 5 (Completely)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "29ae5d39", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q9 = {}\n", + "other_answer = []\n", + "col = \"To what extent did your mentor meet your expectations?\"\n", + "answers = list(range(1, 6))\n", + "for c in participant_mid_df:\n", + " participant_mid_q9[c], oa = get_question_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q9_df = pd.DataFrame.from_dict(participant_mid_q9)\n", + "participant_mid_q9_df = 100 * participant_mid_q9_df / participant_mid_q9_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "9b0dad0e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q9_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "32ab7986", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q9_df.plot.bar(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.ylabel('Percentage of answers')\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "afda2909", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q9_df.mean(axis=1).plot.bar(ax=ax, color=colors['participants'])\n", + "plt.ylabel('Mean percentage of answers')\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "c4d99ed3", + "metadata": {}, + "source": [ + "#### \"Would you like to work with your mentor in future?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "6f7230c5", + "metadata": {}, + "outputs": [], + "source": [ + "participant_mid_q10 = {}\n", + "other_answer = []\n", + "col = \"Would you like to work with your mentor in future?\"\n", + "answers = [\"Yes\", \"No\", \"Maybe\"]\n", + "for c in participant_mid_df:\n", + " participant_mid_q10[c], oa = get_question_possible_answers_counts(col, participant_mid_df[c], answers)\n", + " other_answer += oa\n", + "participant_mid_q10_df = pd.DataFrame.from_dict(participant_mid_q10)\n", + "participant_mid_q10_df = 100 * participant_mid_q10_df / participant_mid_q10_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "527664a8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_mid_q10_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "38db718d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q10_df.plot.bar(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.ylabel('Percentage of answers')\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "e7e15b5e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3Xa5bky0lJUXvvfeebr75Zq1duzZf9p0fPvzwQ9WsWVOvvvqqfv/99xy3TUtL08KFC9W3b1+1adNG27Zty7c4/O194a2UlBTdcccd6tu3b47/Z7vdrvXr1+u2227T0KFDlZGRUYhRoqjIj/PR9evXq3Xr1rrzzjs1d+5cnT9/Psftjx49qk8++UR16tTR888/n+M5TX744IMPTHV33nlnge4TxROJJQAFztt1luwu1ldq3769o+zNOkvHjx83fXmLiYlRjRo1cmz3yiuv6O67787xC5s7O3bsUEJCgqZNm+Zx26Lqs88+0z333GOYxjA3p06d0u23364ffvihACMz69evn2le4k8++cTr/vbu3Wu6yDdo0CBFRETk2G7fvn1q06aNpk+f7vHJ65UrV/TBBx8oISFBZ86c8TRkFLCFCxcqPj5ehw8fNtS/8MIL+uqrr3JcaHXJkiVq1aqVFixY4PF+s7KyNGHCBHXo0EHHjx/3uL0/mTRpkm699Vb98ccfHrc9ePCg+vXrp7feeqsAIjOKj483TVfjLhngzN12q1ev1qVLl3Jtf+jQIe3evdtQ55zEcMVfjj3Hjh1TmzZtCv1GjI0bNyouLk7bt2831A8bNkw//vhjvk9rm5CQYKrL62vEavs1a9aYLhxaeY34o7S0NPXo0UNffPGFR+0WLlyonj175piYzg/ON61I5ptOPPH111+bkgEPP/xwru0WLFig9u3b67fffvN4nydPntTIkSP1xBNPFPgFroL22GOP6aWXXvKbi8jZSaV169ZZbnP48GF169ZNhw4dctQtXLhQXbt2tZyclqR169bp1ltv9eq58JdzkvHjx2vAgAEeJchOnTqlrl27avPmzXnad15lZmbqoYce0uOPP+7V5+aaNWsUHx+vX375Jc+x+Nv7wlunTp1Su3btNG/ePI/aTZkyRcOGDSuYoFBk5cf56LRp09S+fXuvktmXL1/W66+/rjvuuEMXLlzwOoacTJs2TbNmzTLUhYSE6L777iuQ/aF4YwJFAAXO23WWtmzZYrgLrn79+oY5bDt06GBIACxdulTDhw/PsU9X++3cuXOObV555RX985//NNUHBQWpU6dO6tq1q6pUqaKMjAwdOnRIP/74o+nOlsuXL2vw4MEKCgrSwIEDc9xfUffdd99p5MiRpguUgYGB6tSpkxISElSlShVduXJFhw4d0g8//KD169dLujrSa9CgQXr66acLLd6goCA9+OCDGjt2rKNu69atWr16tdq0aeNxf+PHjzc99twu/pw4cULx8fEuF8ysWrWq+vbtq9jYWEVFRenEiRPasmWLZs+ebUrcrVixQl27dtXq1asVEhLicezIf1988YUefvhhw5f2oKAgjR8/Xvfff3+ObefNm6d+/frpypUrhvrg4GB17txZrVq1UrVq1VSmTBlduHBBBw4c0C+//KIVK1YYtl+/fr169+6tX3/9VSVKlMi/B/f/q169uuOu+dOnTxsueklSbGxsjskzSapYsaLbv/3vf/9z+UXHZrOpdevW6tGjh6pVq6agoCAdOXJEixYt0tKlSw0Xju12u5599lnZbDaNHj3ak4fnkZCQELVt29ZwoX/x4sV6+eWXc23rPFomW3p6un799Vd17949x/auRq3kljTwl2NPVlaWBg4cqH379jnqatasqdtuu01169ZVuXLldOrUKe3fv18zZ870uH935s+fr7vuusuUbBk7dqzGjBmTb/u5VvXq1VW7dm3t2bPHUbd48eJcv8xfunRJq1evdvm3Q4cO6Y8//tDNN9+cYx/OCaiwsDC1bdvWYuQ5K+jjgLP77rvPcE538803q0ePHqpbt66ioqJ09uxZbdq0Sd99953pIvavv/6qd999t0CPBfXr11fHjh0NNz1NmTJFr7/+um644QaP+3O+4aVs2bIaMGBAjm2WLl2qO+64w+VF48aNG+uOO+5QjRo1FBYWpqNHj2r58uX6+eefTSOaPvjgA2VmZhrWNi1KPv/8c/33v/91lEuWLKmEhATHWitZWVk6fPiwli5dWihr8WRkZKh37946cOCApKufZe3atVNCQoKqVaumkJAQHT58WD/99JPpc+H48eMaOXKk5s+fr507d6p///6OGw/CwsLUrVs3tW/fXhUrVlRmZqb27t2rmTNnaseOHYZ+1q1bp3fffVfPPPOM5bj95ZxkwYIFeuyxxxzn2mXKlFG3bt3Upk0bRUdHKysrSwcOHNAPP/xgStylpqZq+PDh+u2339yuJVKvXj3HzWAHDx40JH9KlChhmDHDnZIlS7r924MPPqiJEyea6kNDQ9W9e3e1b99elSpV0qVLl3TgwAHNmTPHNFLt3Llz6tGjh3755Revj+H+9r7wVkZGhvr06WO4OaRp06bq3r27atasqYiICJ0+fVrr1q3TrFmzTKPbpk6dqt69e6t///4FEl/t2rUNCdBjx46ZPpNyGnnqyediQSlZsqQhRufZFypUqJBrnM43cfqr/Dgf/eSTT/TII4+Y6sPDw5WQkKAWLVqoUqVKKlWqlM6ePavdu3dr0aJF2rhxo2H7+fPna9iwYfl63itdPYa6umY2duxYVa9ePV/3heuETybgA3BdycrKMq2xExgYmOvc7e+++66hzaOPPmr4+9GjRw1/r1atWq6xPPTQQ6a5ZKdMmeJ2+5UrV7pcxyM+Pt7+xx9/uG23evVql/OllylTxn7gwIFc4yyqaywlJye7XE+pZcuWOc6tvnz5cnutWrUc24eFhXm1f28dPXrUXqJECcP+/va3v3ncT1pamr1cuXKGfm655ZYc22RlZZnWvMh+Dt555x23a3RdvHjR/swzz7hcU+Lvf/+7pXid27HGknuezt2dlZVlf/75501tSpUqZf/5559z3d++ffvsERERhrZBQUH2Z555xrAemSubNm2yN2/e3LTvp556Ktf95lV+r4+2e/du01ol0tV1b9atW+e23e+//+5yjv0SJUrYf/vtN6/jseKNN94w/d9y+7z7448/DG2c53IfPXp0rvu95557DG3q1KmT4/a+PPY4z2l/7eds2bJl7VOmTHG7Fk5WVpZp3SxvPuv++9//mj7fS5QoYf/yyy8tPYa8cF7rMTo6Ote1f37++eccXyMfffRRrvtt06aNoU1CQkKO23u7ZkF+HwecXy+hoaGO3ytWrGj/9ttv3bY9f/68fciQIaZ4IiIi7BcvXvQ6Jitmzpxp2u+ECRM87icxMdHUT27HhFOnTrlcb6d69er2BQsWuG136NAh+2233WZqJ8n+/fff5xqrP66xdO37fOTIkTmutXPp0iWvYs2J8+O4do2rpk2b2hMTE922/emnn1yue/Prr7/amzZt6ijffffd9r/++stlH5mZmfZXX33V1EeZMmUsvwd8dU7i6v+Z/f632Wz2p59+2n7mzBm37WfMmGE4XmT/fP3115Yed36f337zzTcu31t33nmn/ciRI27bzZs3z+X7uUaNGvaUlJRc9+uP74v8WmPp2v/vTTfdZF+yZInbtidOnLB3797d9FzUrVs3nx5V7vLjO75z+8L+/pZf+89LDM7ya42lvJ6Prlu3zh4cHGzoMywszP7666/n+l1g2bJlhush2T8ffPCB5echN/Pnz3e5zmLfvn0LZQ1KFE8klgAUigEDBpg+wH744Ycc29x5552G7V1dOLjpppsM2+S2kPjNN99sisPdotxZWVkut+/Zs6c9PT0918d86tQpe8OGDU3te/XqlWvboppYGj58uKldu3btLH1xPXbsmL1OnTouv3BZ3X9eOC+oHhISYnmh32z/+9//THHndhFp6tSpLr80L1682NI+P/30U1N7m81m6eK5r7+Y5JW38XvTzpMvLGlpafZBgwaZtq9SpYp9y5YtlmJs3bq1oe0NN9yQ45dlZ+np6faEhARDHyVKlHB7vMsv+X1B2fkxSLI3b97c0oWUS5cu2Tt37mxq37BhQ6/jscLVReA5c+bk2Oa///2vYXvnz0wri+lWrFjR0Obhhx/OcXtfHnvcLWZdoUIFrxZ49+SzLisryz569GjT9mXKlPHoPZYXrhIOuR0bnnnmGcP2/fv3N5R79+6dY/tz587Zg4KCDG3efPPNHNv4a2Ip+6dmzZqWbtbJyspyeTHxf//7n9cxWZGRkWGvWrWqYZ+53Wziyv333296n+3evTvHNiNGjDA93htvvNF+6NChXPeXlZVlHzx4sKl9+fLlcz2f88fEUvbPf/7zH6/iyCvnx5H90759e/v58+dzbT9t2jRT2+joaMfvzzzzjKU4HnjgAVM/U6dOtdTWV+ck7v6fNpstxxsDr+Xqs65Lly6W2ubn+e358+ftkZGRplhGjBhh6YLuvn37XCaXHnvssVzb+uP7Ir8SS9k/LVq0sJ86dSrX9mlpafYGDRqY2q9YsSKPj8gaEkv5E4Oz/EosZf94cz6alpZmr1GjhulYvXXrVst9pKSk2Bs1amToo2zZsvYLFy54FIsr8+bNMyW9pKs3GRVE8hjXD9ZYAlAoPF1nKSsryzSv7bXrK2XzZJ2lY8eOmdbnqF27tttFuefPn2/avnr16poxY0au07lIUlRUlObMmWNab8NVv8XByZMnTetIRUZG6rvvvjM9B65UqFBBs2fPdjs1RUF79NFHDeX09HRNmjTJoz6cp6qJiIjQ3XffnWObd955x1T373//2/KC6g8++KBGjhxpqLPb7S77RcE7ffq0EhIS9PXXXxvqGzVqpHXr1qlRo0a59rFo0SKtWbPGUDdx4sRcp+28VnBwsL799lvD9KFXrlwpUq+L7du3m6Z3K1WqlObMmaMyZcrk2j40NFSzZs0yTc+xbds2LVy4MF9jvVbTpk0VFRVlqHM1Td21nKcoe/DBB3XjjTc6ylu2bFFycrLb9tu2bdOxY8cMdblNg+ePx54vvvjC0jRD3kpLS9PAgQP19ttvG+qrV6+uVatWefQey4vOnTsrIMD4NczT18jYsWMNn63O0z86W7ZsmWlKtKK6vpJ0dUqqGTNmKCYmJtdtbTaby9flzz//XBChOQQGBuqhhx4y1CUmJioxMdFyH2fPnjV9niQkJKh27dpu25w8eVL/+9//TLF89913qlq1aq77tNlsmjRpkho2bGioT05ONvVbVPTr109PPfWUr8NwKFu2rL755pscp0zLNmjQINWvX99Qd+LECUlXvwe98cYblvY5btw403HHylpJ/nhO8uSTT+pvf/ubpW3vuecetWzZ0lC3fPlypaWlebVvb02ePNm0plKLFi00fvx42Wy2XNvfeOON+vbbb03bTpo0yes1Dv3tfeGtiIgIzZw503Tu5UpISIj+/e9/m+oL+vMARYs356NTpkxxTHEqSQEBAZo9e7bpszQnZcqU0ezZsw3Xmk6dOuXxepLOsqcyvXz5sqG+e/fumjt3rkJDQ/PUP65vJJYAFApP11nasmWL4SS5Xr16io6ONm3nnFjKqU9Xf3MVVzZXc8m//fbbCg8Pd9vG2Y033qjnnnvOUGe32w1zWhcXkyZNMs3LP3bsWJUvX95yH/Xr17e0GHVBiI+PV5MmTQx1n376qeXF7Ldt22Za/2LIkCE5rqWwdu1abdiwwVDXsGFDU5IrN6+//roiIyMNdTNnzszz4sjwzL59+9SmTRvTegLdunXTypUrVaVKFUv9vPnmm4Zyu3btdNddd3kcT5kyZfTEE08Y6mbPnu1xP77i6hj80ksvWX4epavPgauLbgW5VkhAQIDps8U5KXCtrKwsw00RoaGhio+PN1z0t9vtbtdgctW/qxiu5Y/Hnk6dOqlXr14et7Pq5MmT6ty5s2mu+mbNmmnt2rWmC7cFKTIyUk2bNjXU5fQaOXXqlGHB+ZiYGNWvX1/x8fGOurNnz+q3335z24dz/2XLljV95hUl99xzj5o3b255+3r16qlZs2aGOuf3QEF48MEHTTcjOd+EkpMvv/xSFy9eNNQ5J3SdffHFF6aL5g899JDpNZeToKAgffjhh6b6orjOUkBAgCmZ7GtPPvmkKlWqZHn7vn37uqx/7bXXTMkidypXrmxaO9R5TQ9X/O2cpFSpUh6vgTd48GBDOSMjw7RuUUFz9d7573//a/n/J0mtW7fW0KFDDXWpqake3wgn+ef7wltPPPGER2vDdOvWzfT9tDA+D1A0eHM+arfb9dZbbxnq7r33Xq/Wa65Zs6YpcZ6X728rV67UgAEDTEmlXr16ac6cOSSVkGcklgAUirp165q+QG3atMm0gGY255FHzgmkbB07dsyxXW5/c3fh7fLly1q+fLmhrmLFiurTp4/b/t156KGHTKNwcrszuShyvusxJCREQ4YM8bgf57t7C5PzRdU9e/bkeLHvWq4uFOV28cfV6+Chhx7y6EumdPVOvUGDBhnqrly5kuP7Aflr3bp1iouLM41GvP/++zV//nyVKlXKUj+nT5/WL7/8Yqh74IEHvI7rtttuM5STkpKUlJTkdX+Fyfn9ERwcrPvvv9/jfu6++27TXay5je7IK+eRILt27dKRI0dcbpuYmGi4kaJt27YKDQ1VQkKCYbucjkXOf2vWrJkp4XMtfzz2ePO/tWr37t2Ki4sz3XV/22236ddff/XoAm9+cX6NrFixwvSlP9uSJUsMNzlkt83La6RTp04e/7/9yYgRIzxu4zxq4c8//8yvcNyKjo7WgAEDDHXffPONYTH3nHz66aeGcpUqVXT77bfn2MbV+9ubm3Y6dOhgSri6Gh3p7zp37qwaNWr4OgyD++67z6PtXSUF69at6/FFS+d+cnsP+OM5yV133aXSpUt71Mb5vS+pUGePOHTokGl/t9xyi1q0aOFxX4888oipzpvvlf74vvCWp58HgYGBphsTiuNsIvCON+ejW7Zs0e7duw11+XmsXLdunekGXiuSk5PVv39/U9s77rhDs2bNUkhIiNcxAtmK7rcJAEWOcxLI1XR32ZwvSjm3zValShXVqlXLUT5y5IjpQ91dnzn1u3HjRtPdnr179/ZqmraKFSsa7iqWrp68njp1yuO+/FVWVpZpapdOnTopIiLC477q16+vm266KZ8i88y9995ruhhr5c7iCxcu6KuvvjLUdezYUbGxsTm2W7VqlamuX79+FiI1GzhwoKX+kf9mzZqlTp06GaYqs9lseuWVV/TFF194dNxYsWKFaZScN3e7Zbt2OrVsmzZt8rq/wnL8+HHt27fPUNe5c2dL05w4CwkJ0R133GGou3DhgrZs2ZKnGHPiaooxdxf9neuzkwXO06W5u3CUkZFh+izNbYozfzz25DTCKi9Wrlyp1q1ba+/evYb6hx9+WHPmzPFoFHJ+cv4fpaammhJf2dy9Rpz7cPcaOXbsmH7//fcc91+UhIWFubxQnJtrzxclKTMzUxcuXMivsNx67LHHDOWLFy9qypQpubZbvny56f82YsSIHD9TMjMztX79ekNd3bp11aBBAw8i/n+ck2KSTKOz/V1BHVu8VadOHY+T2a6mfGzXrp3H+3ZOJGRkZOT4HvDHcxJ3NxvmxPm9L8ntzY0FwdVnYv/+/b3qq0WLFqbncc2aNZZnWMjmb+8Lb9WqVcujkezXtrtWYb4e4N+8eW8435AcGBjo1XlKNuf3eFpamnbu3OlxP2PHjjXNItChQwfNmDFDJUqU8Do+4Fq+WcgCwHWpU6dOpnnily1bZrrzMisryzSVVE5fIjp06GC4YLRs2TLVqVPHsM3Ro0dNd+W5GkWVzdXUELfccovbGHLTokULQ2LLbrdr06ZNRfrCzrX++OMPnT9/3lDnyRQ1zpo3b14odxI7CwsL03333af//Oc/jrp58+bpyJEjOX5p+eqrr0yP38rdwc6vs6pVq5rWg7GqefPmCggIUFZWltv+kf/effddjR492vC8BwcHa+LEibr33ns97s/dBX8r8+9bdfLkyXzrq6C4mpIkr8fgyZMnG+o2btxomhorv9SuXVs1atQwzLW+ePFi0xQ22fXXyv5cyJ6qLPt9fPDgQe3evdv0+bZ27VrThcHcPlv87dgTHR2typUre7X/nEyfPl1Dhw413Klps9n0xhtv6Nlnn833/XkiPj5eoaGhhptYFi9e7PJ859rXiM1mc6yD1aRJE5UrV87xnl67dq1SU1NNyTJXSc2ifP4RExPj1QURV2uznT171tI6N3kRFxen5s2bG45r48eP1+OPP55jO+cbW4KCgnK9A/qPP/4wHQ/yeux0tnHjRrdTs/mjgjrOeyun9bHccTXqOb/6yek94I/nJM6fgVa4GuFUmImE/P5eecstt2j//v2O8tmzZ7V3716PXhP+9r7wljevB8n8eUBiCZL356POx0qbzaa4uDiv43A1gt3TY2VWVpZmzJhhqCtTpoymT5/OSCXkKxJLAAqN1XWWNm/ebJgWqG7duqpQoYLbfjt06KCJEyca+nQeEu/p+kquPrhzG32SE1eLPxaFi7tWZS8ifK2bb77Z6/7q1q2bl3Dy5JFHHtG7777ruEiakZGhzz//XGPHjnXbZvz48YZyhQoVcp020W636/Tp04a6vLzGSpYsqWrVqhmmFClOrzF/9NJLL2nlypWGusjISM2ePdurO2ol6fDhw6a6/F4HoCiMliwOx+AuXbpowoQJjrKrNZIuXbpkuPs/KirKMFVR165dDRekFi1aZLqI4pw0CA0NVdu2bd3G5Y/Hnpw+4731xRdfaPXq1Ya7uENCQjRlyhSXo6wKW/b/6drXxeLFi/XKK68Yttu/f7/hAmLjxo1Vrlw5SVcvXHTu3Nlx4SB7Gt+ePXsa+nB+jdSoUcPlHfxFhTcjFyW5TEZduXIlr+FY8thjj2n48OGO8s6dO7Vs2TK3I+dPnDhhWlPhjjvuyPXO/OJw7MxvrtZo9aWcpil1x9VrN7/6yek94I/nJN68/53XOZMK770vFd770pPEkr+9L7yVX58HGRkZ+REOijhvz0edj5UZGRn5PjOCp8fKbdu2mY49ffr0KZBzblzfmAoPQKGpXbu2qlWrZqjbsmWLIYkkWV9fyd3fXU1558n6SpJMMUnyalq3bK6+/Dlf2CvKXK0V4OrOYKvy0javatasqVtvvdVQ98UXX7j9wrFmzRrTieMDDzyQ693U586dM63xkpfXmGR+nRWn15g/ck4qBQQEuB1xYFVhJH0uXbpU4PvIq+JwDHYeEXL06FFt377dULdixQrDaJouXboYpr9z7sPVyBPnuuyRMO7447HH0/UyrFi1apVpaqDp06f7RVIpm/P/97fffjPdNe08vZ3zukpWXiPOSc2iPFpJcn1x3N/dfffdKlu2rKHO+aaUa02YMMF0x7KVkdDF4diZ3wri+JIX+fX6LYz3gT+ekxTF978/vi/97X3hraL4eoD/8vZ94Y/Hyr/++stU5+20uEBOSCwBKFRW1lmyur5StpiYGMPc40ePHjUtwOncp81my/Hir/O0ZpLytA6Dq7au9lFUFcbzVZic10M4cuSI5s2b53Jb56lqAgIC9OCDD+a6j/x+zly1L06vMX/kvM5FVlaWnnzyyTw9764uPlyPisMxuEuXLqbpgpwv+rubBi9bu3btDEmipUuXGpJCFy5cMK2nklvSwB+PPd6sX+hNn88//7yOHj2a7/vylvP/KjMz0zTCOrfXiHOiyXn7Xbt2me6kLeqJpaIoNDTUtCD4rFmzTGsfSFc/Sz777DNDXZ06dRxTIOakOBw781tBHF+uF5yT5A/n94zNZtMNN9zgdX/58b7kfQGYefu+8Mdjpatks7cj/ICckFgCUKhymw7P0/WV3G1zbZ9//fWXdu/ebfh7/fr1c5wCwNUc5KmpqbnG4Y6rtq72UVQVxvNVmG699VbTdBLOCSTp6t1J3377raGuZ8+eql69eq77yO/nzFX74vQa80cff/yx6X/966+/qmvXrl7f0R0WFmYoR0REyG635+tPTtM6+ovicAwuX768GjZsaKjzNLHkPK1dSkqKEhMTHeXly5ebpvPJ7eLz9XLs+de//qXGjRsb6n7//Xe1a9fOMG2fLzVr1sx05/m1rwm73W44nwkJCVG7du0M2ztPa7dt2zZDssJ5tFL29HkofI888ohhROKVK1cM02VmW7BggWF9Nkl66KGHLK1rUxyOnfAfnJPkD+f3jN1u18WLF73uj/cl4F+cj5VNmjTJ92PlsGHDPIrJ1XSfjPBDQSCxBKBQuUosXTuaaNOmTYZp1W666SZVqlQp135zmg7P0/WVJNdTDLia7s0qV20L446Rwpo/3NV0DnlZBNXXC6jabDY98sgjhrrFixdrz549hrpJkyYZFl6XrE1VI10dah8YGGioy8trzFX7wrorqTDnqfcnderU0YoVK0xJyPXr16tjx44u70TPTfbaKdlSUlLy/LooiorLMdg5UXRtIujUqVPavHmz4281a9ZUzZo1c+3j2sSDc2IqKioq1wW5i9OxJyfR0dFaunSpWrVqZajfu3ev2rVrpz///NNHkf0/AQEBpvORa/+nmzZtMsyP37ZtW9PFC8mz10ijRo1Uvnz5PMUN78TExKhXr16Gus8++8yxpmM25xtZQkNDLV9QKi7HTun6PbfwJ5yT5I/i9L5E8VGcjrG+fizOx8pr18YEijsSSwAKVY0aNVSjRg1D3datWx1393u6vpK77a7tx9P1lSS5vOiyc+dOS7G48vvvv5vqnE9ArpVfC0wXxny/kusFYJ2nI/TErl278hJOvhg+fLhhmgq73a5PP/3UUHaeqqZGjRqm9ZncsdlspvUW8vIaS01N1cGDBw11Ob3GJPNwf29PygvrdeaPqlevrhUrVpjmrN62bZvat2+vQ4cOedSfqwVV83uh7KLA18fg/OJ8wf/ChQtat26dpKsjSa5dA8jd9GSeJA06depkGBHhij8cewpLZGSkFi9ebPrMP3TokNq3b69t27b5KLL/x/n/+8cffziOG7mNaHNXn90uMzPTdA7ENHi+5TzVblJSkhYsWOC2LEkDBw40vWfd8fWxM7/OX6Wit5ZTccQ5Sf7w9fsSxUtx+v7m/JlRVB+L87Hy7NmzpnNjoLgisQSg0Dlf4LHb7Vq+fLkkz9dXylarVi1VrVrVUT5+/LjjhN3T9ZUkubzj+9rphzz122+/mWLI6a5yVwtHnjt3zuP9Oo+wKSg333yzSpYsaajbsGGD1/3lpW1+iYiI0L333muou3aE0uLFi01TLD700EO5XtS9lvNr4PDhw16NcpGuPmfOdz03b948xzbOrzNvXmNS4b3O/FXFihW1fPly3XLLLYb6P//8U+3atdPevXst99WyZUtTnfNFxutBQR+DpdzfH/mhffv2Cg4ONtQtWrRIkvWkQbNmzQx3Iq9evVoXL17U8ePHtX37dkt9uOrzWoV97ClMJUuW1I8//qiePXsa6o8fP66OHTu6fG0UJlf/s+zXhtXXSOfOnQ2fPdntEhMTTXe2k1jyra5du+rmm2821F07QsnVCCarI6GlqyP9nc/HCvPYmV/nr4cPHzaNCEfh45wkfxT0OU1ERIRhSlQUb8Xp+1txeSz+eKxs2bKl3n33XcOP83dVID+QWAJQ6Nyts5SZmenV+krutl26dKmOHDliOtFo3LhxrtMFNGvWzLBguiR9//33hkXTrTp+/Ljpcd188805xuBqarl9+/Z5vO/shF1BCwgIUIsWLQx1S5cu9Wqah99//90vpiiSzHcWX7umkvNUNcHBwbrvvvs86r9NmzamupkzZ3oY5VXOaz256/9azq8zb15jR44c8ShxUlxFRUVpyZIlpvVPkpKS1K5dO5d3l7qSkJBgqps+fboyMjLyJc6C5mrRW2+OmxUqVDBNC7d06VKv7mC/fPmy5s6da6grWbKkGjVq5HFfngoPD1dcXJyhzlXSICAgwO26N87TpV2+fFm//vqrKekgWU8a+PrYU9hCQ0P1/fffq3///ob606dPq0uXLvr11199FNnVKTVjYmIMdYsXL1Z6erpWrlzpqIuMjHR7QT8qKkpNmzZ1lA8fPqxdu3aZXiPBwcFq3759PkbvWn4dB4ojV1PtLliwQElJSS7XXGrSpInpGJKTwMBA0wWuXbt2aceOHV7F6+n7u6idvyJnRf2cJK+cj2XeHseuXSsxm7efuRs2bDBNsxUXF2dpDTYUD77+/uY8nXJePt+dH8uFCxeUnJzscT++/sxwdaz86quvfBDJ/1OvXj39/e9/N/zUrVvXpzGheCKxBKDQuVtnadOmTYa1dWrXrq0qVapY7tfVdHjerK8kXR2W7bzdsWPH9P3331uOJ9tnn31m+gLWrVu3HNs4380qXV23xRNnz57VjBkzPGqTFz169DCU09PT9b///c/jfpynl/OlRo0amRIF48eP119//aV58+YZ6vv16+dySsCcdO/e3VTn6m7l3Jw9e1bTpk0z1Ll6DTtzfp0lJiZ6vG9/+n/5WunSpfXTTz+Z/q9Hjx5Vhw4dtGnTplz7qFKliuni8f79+zV58uT8DLXAuFo8+sKFC1715fw8pqena9KkSR73M336dNMUGZ07dzZ9MS4ozsme9evXa8uWLYYLQ02bNs1xqitXU50tWbLEUBcTE2Na78sdXx97fKFEiRL65ptvTGvVnD9/Xrfeeqt+/vln3wQmqUuXLobykiVLtGrVKl26dMlR5zwqyZmV10jr1q0NU7wWlPw8DhRHw4YNM4wqysrK0meffabZs2ebRg56Mlopm6v39/jx4z3uZ8WKFaZRkY0aNXI5PVq2KlWqmEZMeXr+KnFu4S+K+jlJXjkfy7w9jlWtWlWxsbGGusTERK9maPj4449Ndbl9r0Tx4uvvb/n1vpDy55rH3r179csvv3gdQ35o1aqV6bNx5cqVLm8CA4obEksACl3VqlVNF7+2b99uunPLk9FKrrZftmyZV+srZXv00UdNdaNHj9bFixctx5SUlKQ33njDUGez2Vz2fa3GjRub5hx2vniXm3Hjxnk9nNwbw4cPV0hIiCkGT+Y8/v33311+YfIl51FLq1ev1qhRo0zJQm8u/rRs2dI0JH3r1q0eXwB64YUXTCM5Bg4cmGuiy/liwYkTJ0wXInNy8OBBffDBB9YDvQ7ccMMNmjt3rvr06WOoP3nypDp16qTVq1fn2scLL7xgqhs9erTfjOTLiasFqr25k1JyfQx+5ZVXdPToUct9nDt3Ts8995ypftSoUV7F5A3nC/4ZGRl68cUXc9zGmfOdkIsWLTK9Vz2Z4szXxx5fCQwM1MSJE03H9UuXLumOO+7Q7NmzfRKX8//u+PHjevfdd3Pcxpnza2Tu3Lmm401hTYOXn8eB4qh06dL629/+ZqibMGGCPvzwQ9N299xzj8f933fffaZR9+PHj/dobZyMjAyXx8ncjp0BAQFq0qSJoW7+/PmGG8dyM3fuXJ+OIoRRUT4nySvnY1lKSorOnDnjVV+uzmkee+wxw1qLuVm/fr0pqRceHq7hw4d7FROKJl9/f3N+X+Tl893VSGxPr3k8++yzHifW8ltQUJDL7xv333+/VyOwgKKExBIAn3C1ztJ///tfQ53V9ZWy3XTTTapUqZKjnJycrOnTpxu2CQgIsDwNTM+ePU3DhQ8cOKB77rnH0hQQZ86c0Z133mlKRN1+++266aabcmwbEhJievyrV6/Wd999Zyn2//3vf3rvvfcsbZtfypUrZ7oAcurUKfXv39/SPPknTpxQv379vF60s6D07dtXlStXNtTNmjXLUK5Xr55pZJNVTz31lKlu9OjRlof0T5w40ZSMs9lsevLJJ3Nt6zzKTJL+8Y9/WPofnDlzRv379/dqusPiLjg4WN9++60GDx5sqD979qy6deuW65e/Pn36mC76nz17Vj169PB6OqPz58/rrbfeKvBpGRo0aGCq+/HHH73qq379+qa7cM+ePas+ffro/PnzubZPT09X//79TYmoRo0aFeo6My1atDDNIf/DDz8Yyq6m0LhWrVq1VKNGDUd569atpkWBnUe95MaXxx5fstls+vDDD/WPf/zDUH/58mUNHDhQU6dOLfSYunTpYprGyNPXSHx8vMLCwhzlRYsWKT093bSfwpCfx4Hiyjm5efz4ccPUh5I0ePBg0+gfK8qVK6chQ4YY6jIyMtSvXz9LiXm73a4HHnhAW7ZsMdRHR0ebPtdccT63uHTpkimZ7s7WrVu5SO5nivI5SV41bNjQVOftsWzYsGGmadDXrl1rOha4k5SUpP79+5suoN9///0up6BE8eXr72/O74vly5crNTXVq75q1aqlOnXqGOq++eYby6OWXn31VdP3cl95+OGHDWt+S1eTeD169NDhw4e96jM5OVkvvviiY31WT4wdO1Y2m83wM3bsWK/iAHJCYgmAT7gaNeQ8jNrTEUuSTEkj5z6bNWumMmXKWOrLZrNpwoQJpumS5syZo27duuW4SOS6desUHx9v+lIeERFhuiPVnQceeMBUN2TIkByn4zt79qyeeeYZDR06VHa73XTHakF78803Va5cOUPdsmXL1LlzZ+3cudNtu5UrVyo+Pl67du2SJMPFMV8LCgrSQw89lOM23oxWyjZo0CDTovKXLl3Sbbfdpo8++sjtHVhpaWn6v//7P40YMcJ0t+Pf//73HBfXztamTRvVq1fPULdx40b17ds3x7Vsli5dqtatWzsWDy7s11lREBgYqClTpmjkyJGG+tTUVPXq1ct00djZ119/bboAsW/fPrVq1Ur/+te/LN39nZWVpaVLl2rkyJGqXr26nn32WR07dszzB+OBqKgoU0J+0qRJevfddz26Yz3bxx9/bJpyY926dWrfvr02btzott2uXbvUuXNn0xexEiVKmNYwKWhBQUE5fp6Fhoa6XH/BWU7JMJvN5nHSwJfHHn/w+uuv61//+pehLiMjQ0OGDCn0abiio6NdJmOy1ahRI9eF2UNCQnJ8HZUuXdrl4tIFIb+PA8VRvXr1ch1B7/z54YnXX3/ddIFrz549atu2bY5T8xw5ckR33nmnvvzyS9PfPvvsM0uf98OGDTO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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q10_df.mean(axis=1).plot.bar(ax=ax, color=colors['participants'])\n", + "plt.ylabel('Mean percentage of answers')\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "bbb121c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EaVz/1npkRHvVr1XD6nIAALAtgkwAAEqx/kiaXp63W5vj0q0uBQBQDcRER+iBoRfonsFtFR0ZbnU5AADYDkEmAAAlHEzO1qvz92jhrkSrSwEAVEPN6kbrsZEdNPaSlgoPc1hdDgAAtkGQCQDA/yRn5evNRfs0c328ily8PQIArHVBk9r64xWddHmXZlaXAgCALRBkAgCqvdyCIn2w7JCmrDiknAKn1eUAAOCmd+sG+vOYTrqkTUOrSwEAwFIEmQCAasvpMvTV+jj9d9F+JWflW10OAABlGnlRrP50RSd1aBpjdSkAAFiCIBMAUC39svOkXl+wl5XIAQBBJTzMoet7NteToy/UefVqWl0OAABViiATAFCtbIlP18vzdmvd4TSrSwEAwG/RkWG6a2BbPTKivepERVhdDgAAVYIgEwBQLRxNzdHrP+/V3O0JVpcCAEDAxMZE6c9XdtJ1PVtYXQoAAJWOIBMAENJOFzj1zpL9+mjFYRUUuawuBwCAStGnTQO9cE1XdT6/rtWlAABQaQgyAQAh6+cdJ/XiT7t0PP201aUAAFDpwsMcuq1vKz09uqPq1Yq0uhwAAAKOIBMAEHKOpORo0o87tXRvstWlAABQ5RrWrqGnR3fULX1aKizMYXU5AAAEDEEmACBk5BU69c6vB/ThikMMIwcAVHvdW9TTC9d0Uc9WDawuBQCAgCDIBACEhAU7T+ofPzKMHACAczkc0g29WujZMZ3UuE6U1eUAAFAhBJkAgKDGMHIAAMoXEx2hJ0ZeqHEDWisiPMzqcgAA8AtBJgAgKOUVOvXukgP6YDnDyAEA8FbHpjGadE0XDbigkdWlAADgM4JMAEDQ+WXnSf3jp106doph5AAA+OPq7ufpud91VmxMtNWlAADgNYJMAEDQOJqaoxd+3KVf9yRZXQoAAEGvXs1I/fXKizS2T0urSwEAwCsEmQAA23O6DH204pDeXLhP+QwjBwAgoAa3b6xXru+mlg1rWV0KAABlIsgEANja3pNZembWVm07lmF1KQAAhKxaNcL15KgLNX5QW4WFOawuBwAAjwgyAQC2VOh06d0lB/TekoMqcNILEwCAqtCzVX29dkN3Xdg0xupSAAAwIcgEANjOjuMZembWNu1OyLS6FAAAqp0a4WF6aPgFenh4e0WGh1ldDgAAxQgyAQC2kV/k1P9btF8fLj+kIhdvTwAAWKlj0xi9dmN39WhZ3+pSAACQRJAJALCJTXGn9MdZ23QgKdvqUgAAwP+EOaS7B7XV06M7qmaNcKvLAQBUcwSZAABL5RU69caCvZq26rDohAkAgD21alhLr1zfTYPaN7a6FABANUaQCQCwzG8HU/Xs7G06mpprdSkAAMALYy9pob9e1Vn1akZaXQoAoBoiyAQAVLns/CK9Mm+3vlwXJ96FAAAILrExUXr9xu4a1jHW6lIAANUMQSYAoEqt2J+sZ7/druPpp60uBQAAVMAd/VvrL1dexNyZAIAqQ5AJAKgS+UVOvf7zXk1ddZhemAAAhIh2TWrrzbE9dDErmwMAqgBBJgCg0h1IytLEGVu0OyHT6lIAAECARYQ59MiI9npkeHtFhIdZXQ4AIIQRZAIAKtX0NUf10txdyit0WV0KAACoRD1a1tebN/dQ28a1rS4FABCiCDIBAJUiLadAf5y1TYt2J1pdCgAAqCI1I8P196s767Z+rawuBQAQgggyAQABt3xfsp76ZquSs/KtLgUAAFjg8i5N9doN3VW/Vg2rSwEAhBCCTABAwBQUufTaz3tY0AcAAKhZ3Wj9Z+zFGti+sdWlAABCBEEmACAgDiRl6dEZW7SLBX0AAMD/hDmkCZe209OjOyqShYAAABVEkAkAqLDP1xzVP1nQBwAAlKJ7i3r678091K5JHatLAQAEMYJMAIDf0nIK9Kdvt2nhLhb0AQAAZatVI1wv/r6rbujdwupSAABBiiATAOCXlftT9OTMLUpiQR8AAOCDW/u21KRruigqItzqUgAAQYYgEwDgE5fL0H8W7tO7Sw+woA8AAPBL1+Z19d5tvdWqUS2rSwEABBGCTACA11Ky8/XYV5u16kCq1aUAAIAgVzc6Qv8e20OjOje1uhQAQJAgyAQAeGX9kTQ98uUmJWYylBwAAASGwyHdd2k7/fHyTgoPc1hdDgDA5ggyAQDl+mj5Ib328x4VuXjLAAAAgdevbUO9fVtPxcZEW10KAMDGCDIBAKXKzCvUM99s1YKdrEoOAAAqV5OYKL19a0/1b9fI6lIAADZFkAkA8GjPyUw9MH2jjqTmWl0KAACoJsLDHHp6dEc9MLSdHA6GmgMA3BFkAgBMvt9yXM9+u12nC51WlwIAAKqhkRc11b/HXqx6NSOtLgUAYCMEmQCAYkVOl16at1vTVh2xuhQAAFDNtWpYS+/9oZe6Nq9ndSkAAJsgyAQASJKSs/L18JebtO5wmtWlAAAASJKiIsL0/O+66LZ+rawuBQBgAwSZAABtPHpKD3+xSScz86wuBQAAwOSWPi314rVdFRkeZnUpAAALEWQCQDX3+Zqj+sePu1TgdFldCgAAQKn6tW2oybf3VoPaNawuBQBgEYJMAKimipwuvfDjLk1fc9TqUgAAALzSqmEtfXznJerQNMbqUgAAFiDIBIBqKDOvUA9/sUkr9qdYXQoAAIBPYqIi9NatPTW8U6zVpQAAqhhBJgBUM3GpuRr/6XodSMq2uhQAAAC/hDmkv1x5ke4d0s7qUgAAVYggEwCqkXWH0/TA5xuVllNgdSkAAAAVNvaSFnrpum4sAgQA1QRBJgBUE7M2HtNfZm9nUR8AABBS+v5vEaCGLAIEACGPIBMAQpxhGHp9wV69v/Sg1aUAAABUipYNa+rjO/voQhYBAoCQRpAJACHsdIFTT3y9RT/vPGl1KQAAAJWqTlSE3rq1h0Z0amp1KQCASkKQCQAhKjEzT/d+ukHbj2dYXQoAAECVCHNIfx5zkSZcyiJAABCKCDIBIATtOJ6hez/doJOZeVaXAgAAUOXGXtJC/7y2m2pEsAgQAIQSgkwACDE/7zipJ77eotOFTqtLAQAAsEzfNg310bhLVK9WpNWlAAAChCATAELIe0sP6I0Fe8WZHQAAQOoQW0efju+r8+vXtLoUAEAAEGQCQAhwugz9dc52fbU+3upSAAAAbOW8etH6bHxfdWBFcwAIegSZABDk8gqdmjhjsxbuSrS6FAAAAFuqVzNSU++6RL1bN7S6FABABRBkAkAQy8wr1L2fbtC6w2lWlwIAAGBr0ZFhevvWXhrVuanVpQAA/ESQCQBBKikrT3dOXa/dCZlWlwIAABAUwsMceunarrqlbyurSwEA+IEgEwCC0NHUHN3x8TrFpeVaXQoAAEDQeXLUhXr0sg5WlwEA8BFBJgAEmZ0nMnTn1PVKyc63uhQAAICgdUf/1nrhmi4KC3NYXQoAwEsEmQAQRNYcStWETzcoK7/I6lIAAACC3piuzfTfW3ooKiLc6lIAAF4gyASAIPHzjpN69KvNKihyWV0KAABAyOjXtqE+uvMS1Y2OtLoUAEA5CDIBIAh8tS5Of/1uh5wuTtkAAACB1qlZjD4b31exdaOtLgUAUAaCTACwuXeXHNAbC/ZaXQYAAEBIa16/pj67p68uaFLH6lIAAKUgyAQAmzIMQy/+tFtTVx22uhQAAIBqoWHtGvpsfF91bV7P6lIAAB4QZAKADRU6XXrmm636bssJq0sBAACoVurVjNRn4/vq4pb1rS4FAFACQSYA2Ex+kVMPfb5Ji/ckWV0KAABAtRQTFaFPxvdV79YNrC4FAHAOgkwAsJH8Iqfun75RS/cmW10KAABAtVYnKkJT7+qjvm0bWl0KAOB/CDIBwCbyCp26b/pGLd9HiAkAAGAHtWqEa8qdl2jgBY2tLgUAIIJMALCFvEKnJny2QSv2p1hdCgAAAM4RHRmmj8ZdoiEdmlhdCgBUewSZAGCxvEKn7vl0vVYdSLW6FAAAAHhQIyJMH9zeW8M7xVpdCgBUa2FWFwAA1dnpAqfunkaICQAAYGcFRS7dP32jFu5KtLoUAKjW6JEJABbJLSjS3dPWa+3hNKtLAQAAgBciwx1665aeGtPtPKtLAYBqiR6ZAGCBnPwi3TWVEBMAACCYFDoNTZyxWT9sPWF1KQBQLdEjEwCqWHZ+ke6auk4bjp6yuhQAAAD4ITzMoTdu7K7re7WwuhQAqFYIMgGgCmXlFequaeu1kRATAAAgqIU5pFev766xfVpaXQoAVBsMLQeAKpKVV6hxU9cRYgIAAIQAlyH9afY2fbk2zupSAKDaIMgEgCqQmVeo2z9ep81x6VaXAgAAgAAxDOmv323XnM3HrC4FAKoFgkwAqGSZeYW6fcpabY1Pt7oUAAAABJhhSM98s00Ldp60uhQACHkEmQBQifIKnbr3kw3adizD6lIAAABQSYpcZ1YzX7E/2epSACCkEWQCQCUpdLr0wOcbte5ImtWlAAAAoJIVFLl032cbtYFrPwCoNASZAFAJXC5DT3y9RUv38q08AABAdXG60Km7P1mvHccZjQMAlYEgEwAqwV+/26GftiVYXQYAAACqWFZeke6cuk4HkrKtLgUAQg5BJgAE2Kvz92jGujirywAAAIBFUnMKdPuUtYpPy7W6FAAIKQSZABBA7y89qMnLDlpdBgAAACx2MjNPf5iyVomZeVaXAgAhgyATAALky7Vxeu3nPVaXAQAAAJuIS8vV7VPW6lROgdWlAEBIIMgEgAD4cesJ/e277VaXAQAAAJvZn5StcVPXKSuv0OpSACDoEWQCQAUt2ZukJ2dukcuwuhIAAADY0fbjGRr/yXqdLnBaXQoABDWCTACogPVH0vTg5xtV6CTFBAAAQOnWHzml+z/fqIIil9WlAEDQIsgEAD/t+N8363mFXIwCAACgfMv3JevxrzfLxVAeAPALQSYA+OFQcrbumrZOWXlFVpcCAACAIDJv+0n9c+5uq8sAgKBEkAkAPjqZkac7Pl6nlGxWnwQAAIDvpq46rGmrDltdBgAEHYJMAPBBTn6Rxn+yXsfTT1tdCgAAAILYiz/t0oKdJ60uAwCCCkEmAHjJ6TI0ccZm7UrItLoUAAAABDmXIT321WZtjjtldSkAEDQIMgHASy/8uFO/7kmyugwAAACEiLxCl+79dIPiUnOtLgUAggJBJgB4YcqKQ/rst6NWlwEAAIAQk5pToLumrVN6LvOvA0B5CDIBoBwLdp7Uy/NYWRIAAACV41BKjiZ8tkH5RU6rSwEAWyPIBIAybDuWrse/2iKXYXUlAAAACGXrj5zSkzO3yjC48ASA0hBkotpzOp0aNGiQHA5H8c+4ceMqtM/FixcrLCyseH9RUVHatm1bgCpGVTl2Klf3fLpBpwv5ZhwAAACVb+62BL368x6rywAA2yLIRLUXHh6uTz/9VLVq1Spumz59uubMmePX/jIzMzV+/Hi3b1JfeOEFde/evcK1oupk5hVq/CfrlZyVb3UpAAAAqEY+WHZIn69hbnYA8IQgE5DUvn17vfHGG25t999/v5KTk33e1+OPP664uLji2wMGDNAzzzxT4RpRdYqcLj38xSbtS8y2uhQAAABUQ8//sFO/7km0ugwAsB2HwQQcgCTJMAxdfvnlWrhwYXHbddddp9mzZ3u9j7lz5+rqq68uvl2rVi1t2bJFHTp0CGitqFzPfrtNX62Pt7oMAAAAVGO1aoTr6/sGqFuLelaXAgC2QY9M4H8cDoemTp2q+vXrF7fNmTNH06dP92r7U6dOacKECW5tr7/+OiFmkHlv6QFCTAAAAFgut8Cp8Z+u17FTuVaXAgC2QZAJnKNFixZ666233NoeffRRHTt2rNxtH374YSUkJBTfHjlypB566KGA14jK89O2E3pjwV6rywAAAAAkSclZ+brvs406XcDikwAgEWQCJnfccYeuu+664tvp6em65557ytzm22+/1YwZM4pv16tXT1OnTpXD4ai0OhFYG4+e0lMzt4rJNgAAAGAnuxIy9advt1ldBgDYAnNkAh4kJyera9euSkpKKm5777339OCDD3q8b5cuXdwWBvr00081bty4UvdvGIY2b96svXv3Kjk5WTk5OWrcuLFatGihwYMHKyYmxu/aDcPQ7t27tX37diUmJiorK0vh4eGqXbu2zjvvPLVr105du3ZVjRo1/D5GqDmZkaer316plGxWKAcAAIA9/XlMJ90/9AKrywAASxFkAqX47rvv3Hpm1q5dW1u3btUFF7hfPNxwww1uCwJde+21mjNnjsd9xsfH6+WXX9asWbOUkpLi8T6RkZEaOXKk/vGPf+iSSy7xut7MzEy9/vrr+vTTT8sdCl+jRg317dtX1113nZ544olq3XO0oMilmz/8TZvj0q0uBQAAAChVeJhD0+7qo0svbGJ1KQBgGYJMoAx33nmnPvvss+LbgwcP1rJlyxQWdmZWhi+++EK333578b83adJEO3bsUGxsrGlfr732mp5//nnl53vX68/hcOjpp5/Wa6+9Vm7QuG3bNo0ZM0YnTpzwat/nKiwsVEREhM/bhYo/z96uGevirC4DAAAAKFe9mpH68ZHBatWoltWlAIAlCDKBMmRkZKhbt26Kj/+/Vaxff/11PfPMMzpx4oS6du2qU6dOFf/b7Nmz3XpxSpLL5dL48eP16aefurWHhYWpW7duatOmjWrXrq3k5GStW7dOGRkZbve788479cknn5RaY1pamjp37qzExES39mbNmqlr165q1KiRwsPDlZWVpfj4eO3Zs0d5eXnF96vOQeaMdXH68+ztVpcBAAAAeK1TsxjNfmigatWontfwAKo3gkygHIsWLdLo0aN19qUSFRWljRs36o9//KPmzZtXfL877rjDrffmWS+88IImTZpUfDsqKkrPPvusHn74YTVp4j4spKioSNOnT9dTTz3lFpBOnjxZ999/v8f6/vznP+vVV18tvt2jRw+98847GjRokMf7FxUV6bffftMPP/ygadOm6eTJk9UyyNwcd0o3f7BGBU6X1aUAAAAAPrmyWzO994feVpcBAFWOIBPwwiOPPKJ33323+Hbjxo3d5rhs0aKFtm/frvr167ttt3btWg0cOFAu15mwrEGDBlq8eLF69uxZ5vH27dungQMHKjU1VdKZVdDj4+M9LgLUuXNn7d69W5LUsGFD7d+/Xw0bNvTqceXl5Sk6Otqr+4aS5Kx8/e7tlTqZmVf+nQEAAAAbeubyjnp4eHurywCAKhVmdQFAMHj99dfVoUOH4tvnhpgOh0NTp041hZiS9OKLLxaHmNKZOTXLCzEl6cILL9T7779ffDsjI0MfffSRx/sePXq0+P+HDx/udYgpqVqGmIVOlx7+YhMhJgAAAILav3/ZqyV7kqwuAwCqFEEm4IVatWrp008/VXh4uOnfHnroIY0aNcrUfvDgQc2dO7f49tChQzVmzBivj3njjTeqdevWxbd/+OGHcrdJSuJCpjwvzd2tdUfSrC4DAAAAqBCXIT361WYdSs62uhQAqDIEmYCXBgwYoMcee8ytrWXLlnr99dc93n/RokVut2+++WafjudwODR06NDi22vXrlVBQYHpfp06dSr+/1WrVmnmzJk+Hac6mb3pmD5ZfcTqMgAAAICAyMor0n3TNyo7v8jqUgCgSlS/FT6ACujWrZvb7Xbt2qlWrVoe77ty5Uq327GxsTpy5IhPxzt333l5eTpx4oTatGnjdp/bbrtNmzZtknRmhfSbb75Zn3zyiW6//XZdccUVPg01D2U7jmfoL3NYoRwAAACh5UBStp74eos+vKO3HA6H1eUAQKUiyAQqSXx8vNvtG2+8scL7TEtLMwWZjzzyiGbNmqU1a9YUt82fP1/z58+Xw+FQly5dNGDAAA0aNEhDhw41bV8dpOUU6P7pG5VXyArlAAAACD0LdyXq/y3er8dHXmh1KQBQqRhaDlSSsyuOB1JWVpapLSoqSosWLdJ9991nmsPTMAzt2LFDH330ke666y61bdtWF198sd58803l5uYGvD47croMTZyxScfTT1tdCgAAAFBp/t/i/Vq0K9HqMgCgUhFkApXE03yWFWUYhsf22rVr64MPPtD+/fv1wgsvqE+fPoqI8Nzhetu2bXryySfVoUMHLVmyJOA12s1rP+/RqgOBD5UBAAAAOzEM6alvturYqerRYQFA9USQCVSSxo0bu90+ceKEDMOo0M+wYcPKPGbbtm313HPPad26dUpPT9eSJUv0z3/+U6NHj1ZUVJSpniuvvFJr164N9EO3jbnbEvTh8kNWlwEAAABUiYzThXrky80qdDKlEoDQRJAJVJKmTZu63d63b1+VHr927doaNmyY/vrXv2rBggVKTU3Vhx9+qPPOO6/4Pnl5eXrqqaeqtK6qEpeaq2e/3WZ1GQAAAECV2hKfrlfn77G6DACoFASZQCUZOHCg2+1ffvnFokrOqF27tiZMmKDVq1erdu3axe2rV69WUlKShZUFXqHTpYkzNikrv8jqUgAAAIAq9/HKw/pl50mrywCAgCPIBCrJ5Zdf7nZ7+vTpysvLs6ia/9OmTRuNGDGi+LZhGDpy5Ih1BVWCNxbs1dZjGVaXAQAAAFjmmVnbFJ/GfJkAQgtBJlBJunXrpqFDhxbfjo+P18svv2xhRf+n5EJAJefPDGZL9ybpoxXMiwkAAIDqLeN0oR6ZsVkFRcyXCSB0EGQCleill16Sw+Eovv3iiy/qnXfe8Xk/a9eu1ebNm03tcXFx+vTTT5Wfn+/1vhISErRo0aLi2zVq1FC7du18rsmOkrLy9PQ3W1XK4u4AAABAtbKV+TIBhBiCTKASDRo0SJMmTXJrmzhxosaMGaOlS5fK5fL87ahhGNqzZ4/eeOMN9e3bV/3799fWrVtN90tLS9Ndd92lVq1a6ZFHHtHixYt1+vTpUve5cOFCDRs2TFlZWcXt119/vWJiYvx/kDZhGIaemrlVKdkFVpcCAAAA2MbUVYe1eHei1WUAQEBElH8XABXx3HPPKTk52a0n5s8//6yff/5Z9erVU8+ePdWkSRNFRkYqMzNTSUlJ2rVrl7Kzs70+RlJSkt599129++67Cg8PV6dOndSqVSvVr19fkpScnKytW7cqOTnZbbvY2Fj95z//CcjjtNrkZYe0Yn+K1WUAAAAAtvPMrG2a/9gQNa0bbXUpAFAhBJlAFXj77bfVp08fTZw4UZmZmcXtGRkZWrp0abnbh4WFqV69el4dy+l0aufOndq5c2eZ9+vcubO+//57nXfeeV7t1842xZ3Sv3/Za3UZAAAAgC2l5RTosa8268t7+ysszFH+BgBgUwwtB6rIuHHjFBcXp5dfflkdO3Ys9/7R0dEaMWKE3njjDcXFxem6664z3adLly6aP3++Jk6cqC5duigsrPyXdK9evfTuu+9q69atat++vV+PxU4y8wr16IzNKnIxMSYAAABQmjWH0vTukgNWlwEAFeIwDJbFAKyQkJCgdevWKSkpSWlpaXK5XIqJiVGzZs3UsWNHdezYUTVq1PBpn5mZmdq5c6cOHz6sxMRE5eTkKDIyUnXr1lWbNm3Uo0ePkOiBea6Hv9ykudsSrC4DAAAAsL3wMIe+vq+/LmnT0OpSAMAvBJkAgtZX6+L07OztVpcBAAAABI3m9Wtq3qNDVK9WpNWlAIDPGFoOICgdSMrSCz/usroMAAAAIKgcTz+tP327zeoyAMAvBJkAgk5eoVOPfLlZpwudVpcCAAAABJ2fd57UrI3HrC4DAHxGkAkg6Pxz7i7tOZlldRkAAABA0Hrhx506kX7a6jIAwCcEmQCCyq97EvX5mjirywAAAACCWlZekf707TaxbAaAYEKQCSBopOcW6NlvWdwHAAAACIQV+1P0+ZqjVpcBAF4jyAQQNP723Q4lZeVbXQYAAAAQMl6Zv0dHU3OsLgMAvEKQCSAo/LTthH7almB1GQAAAEBIyS1w6ulvtsrlYog5APsjyARge0lZefr7dzusLgMAAAAISeuPnNJHKw5ZXQYAlIsgE4Dt/fnb7TqVW2h1GQAAAEDI+vfCfdqfmGV1GQBQJoJMALY2c328Fu9JsroMAAAAIKQVFLn05MytKnK6rC4FAEpFkAnAtk6kn9aLP+2yugwAAACgWth+PEPvLDlgdRkAUCqCTAC29ezs7crKL7K6DAAAAKDaeOfXA9pxPMPqMgDAI4JMALY0c328lu9LtroMAAAAoFopchl6cuYW5Rc5rS4FAEwIMgHYzsmMPL04lyHlAAAAgBX2JWbrP7/ss7oMADAhyARgO3+evU1ZeQwpBwAAAKzy0YpD2nAkzeoyAMANQSYAW5m18ZiW7GVIOQAAAGAllyE9/c1W5RUyxByAfRBkArCNpMw8VikHAAAAbOJIaq7e/nW/1WUAQDGCTAC28dfvdijjdKHVZQAAAAD4nw+XH9L+xCyrywAASQSZAGzi5x0ntXBXotVlAAAAADhHodPQX+fskGEYVpcCAASZAKyXk1+kf/y40+oyAAAAAHiw7kiavl4fb3UZAECQCcB6/120Tycy8qwuAwAAAEApXv15j1Kz860uA0A1R5AJwFJ7TmZq2qojVpcBAAAAoAzpuYX659zdVpcBoJojyARgGcM4M99OkYv5dgAAAAC7m7P5uFYdSLG6DADVGEEmAMt8vT5eG4+esroMAAAAAF7623c7lF/ktLoMANUUQSYAS6TlFOjVn/dYXQYAAAAAHxxOydG7vx6wugwA1RRBJgBLvDxvt9JzC60uAwAAAICPJi87pANJ2VaXAaAaIsgEUOXWHkrVt5uOWV0GAAAAAD8UOF3665ztVpcBoBoiyARQpQqdLv3tux0yWN8HAAAACFprD6dp5oZ4q8sAUM0QZAKoUh+tOKT9DEMBAAAAgt4r83YrLafA6jIAVCMEmQCqTHxart5ezMTgAAAAQCg4lVuol+butroMANUIQSaAKjPph506Xei0ugwAAAAAAfLtpmNaeyjV6jIAVBMEmQCqxIKdJ7V4T5LVZQAAAAAIsBfn7pLLxST4ACofQSaASpdbUKQXfthpdRkAAAAAKsGO45matfGY1WUAqAYIMgFUusnLDulERp7VZQAAAACoJG/8slc5+UVWlwEgxBFkAqhUJzPy9NHyQ1aXAQAAAKASJWfl690lLOwJoHIRZAKoVK8v2MMCPwAAAEA18PHKw4pPy7W6DAAhjCATQKXZcTxDczYft7oMAAAAAFUgv8ilV+fvsboMACGMIBNApfnn3F0yWLwQAAAAqDbmbk/Q+iNpVpcBIEQRZAKoFAt2ntSaQ1zAAAAAANXNiz/tkkGPBgCVgCATQMAVOhlSAgAAAFRX245l6NtNTDEFIPAIMgEE3Ge/HdXhlByrywAAAABgkTcW7FFuQZHVZQAIMQSZAAIqI7dQby3eb3UZAAAAACyUmJmv95cetLoMACGGIBNAQP2/xfuVcbrQ6jIAAAAAWOyjFYd0PP201WUACCEEmQAC5nBKjqavOWJ1GQAAAABsIK+QufMBBBZBJoCAeWXebhU6WZ0QAAAAwBk/bj2hjUdPWV0GgBBBkAkgINYcStUvuxKtLgMAAACAzfzjp10yDDo8AKg4gkwAFWYYhl6au9vqMgAAAADY0Nb4dC3YedLqMgCEAIJMABU2e9NxbT+eYXUZAAAAAGzqPwv3yeWiVyaAiiHIBFAh+UVO/fuXvVaXAQAAAMDG9iVm64etJ6wuA0CQI8gEUCFfrYvXiYw8q8sAAAAAYHNvLtqnIqfL6jIABDGCTAB+yyt06r2lB6wuAwAAAEAQOJqaq282HrO6DABBjCATgN8+X3NUiZn5VpcBAAAAIEi8vXi/8oucVpcBIEgRZALwy+kCpyYvO2h1GQAAAACCyImMPH25Ns7qMgAEKYJMAH759LcjSskusLoMAAAAAEHm3SUHdbqAXpkAfEeQCcBn2flF+oDemAAAAAD8kJKdr09WH7G6DABBiCATgM+mrTysU7mFVpcBAAAAIEh9sPygMvP4TAHANwSZAHySmVeoKSsPW10GAAAAgCCWnluoKSv4XAHANwSZAHwyZcVhZZzmm1MAAAAAFTN15WGdymHefQDeI8gE4LX03AJNozcmAAAAgADIzi/SZObeB+ADgkwAXvtg+SFl5RdZXQYAAACAEPHpb0eUlJVndRkAggRBJgCvpGbn61NWFgQAAAAQQHmFLr376wGrywAQJAgyAXhl8rKDyi1wWl0GAAAAgBAzY128EjJOW10GgCBAkAmgXElZeZq+5qjVZQAAAAAIQQVOlz5azlz8AMpHkAmgXO8tOai8QpfVZQAAAAAIUV+tj1N6LiuYAygbQSaAMqVm5+ur9XFWlwEAAAAghOUWOPUJc/IDKAdBJoAyfbr6CL0xAQAAAFS6T1cf0Wnm5QdQBoJMAKXKLSjSZ8yNCQAAAKAKnMot1Ix1jAYDUDqCTACl+np9vNJzC60uAwAAAEA18fHKwyp0MiIMgGcEmQA8KnK6NGUFKwcCAAAAqDrH00/r+y0nrC4DgE0RZALw6KdtCTqeftrqMgAAAABUMx8sOyjDMKwuA4ANEWQC8OiD5YesLgEAAABANbQ/KVsLdyVaXQYAGyLIBGCybF+ydidkWl0GAAAAgGrq/WUHrS4BgA0RZAIw+YCLBgAAAAAW2hyXrjWHUq0uA4DNEGQCcLP9WIZWH+SCAQAAAIC13l9KBwsA7ggyAbiZvJyLBQAAAADWW7YvWbtOMOUVgP9DkAmgWFxqrn7ecdLqMgAAAABAEnNlAnBHkAmg2EcrDsnpMqwuAwAAAAAkSfO2JyguNdfqMgDYBEEmAElSWk6BvtkYb3UZAAAAAFDM6TL00YpDVpcBwCYIMgFIkj5ZfUR5hS6rywAAAAAAN7M3HVNWXqHVZQCwAYJMADpd4NT0345YXQYAAAAAmOQUOPXtxmNWlwHABggyAWjO5uM6lcs3nAAAAADs6bM1R2UYzOcPVHcEmQA0fc1Rq0sAAAAAgFIdSs7RygMpVpcBwGIEmUA1t/FomnYnZFpdBgAAAACU6dPVdMAAqjuCTKCam/4bFwMAAAAA7O/XPYk6dirX6jIAWIggE6jGUrPzNW/HSavLAAAAAIByuQzp8zVxVpcBwEIEmUA19vWGeBUUuawuAwAAAAC8MnNDvPIKnVaXAcAiBJlANeVyGfpyLd9mAgAAAAgeaTkF+nHrCavLAGARgkygmlqyN0nHTp22ugwAAAAA8MlnzPMPVFsEmUA19fka3vwBAAAABJ/txzO0Ke6U1WUAsABBJlANxaflatm+ZKvLAAAAAAC/TKdXJlAtEWQC1dDna4/KZVhdBQAAAAD4Z+72BKVk51tdBoAqRpAJVDP5RU59s+GY1WUAAAAAgN8Kilz6ah2LlwLVDUEmUM3M3ZagtJwCq8sAAAAAgAr5Ym2cnAw1A6oVgkygmpnOIj8AAAAAQkBCRp4W7jppdRkAqhBBJlCN7Dieoc1x6VaXAQAAAAABMZNps4BqhSATqEY+pzcmAAAAgBCyfF+ykrLyrC4DQBUhyASqiZz8Iv2w9YTVZQAAAABAwBS5DH23+bjVZQCoIgSZQDUxf8dJ5RY4rS4DAAAAAALq240EmUB1QZAJVBPfbmTuGAAAAAChZ29ilrYdS7e6DABVgCATqAaOp5/WmsOpVpcBAAAAAJViFh03gGqBIBOoBr7bfFyGYXUVAAAAAFA5fth6QgVFLqvLAFDJCDKBamD2Jr6dBAAAABC60nMLtWh3otVlAKhkBJlAiNsSn66DyTlWlwEAAAAAlYrh5UDoI8gEQhy9MQEAAABUB8v3JSspK8/qMgBUIoJMIIQVFLn049YTVpcBAAAAAJWuyGXou83HrS4DQCUiyARC2K97knQqt9DqMgAAAACgSny7kSATCGUEmUAIY1g5AAAAgOpkb2KWth1Lt7oMAJWEIBMIUadyCrR0b7LVZQAAAABAlWLRHyB0EWQCIerHbSdU4HRZXQYAAAAAVKkftp5QQRGfhYBQRJAJhKhvNzE3DAAAAIDqJz23UIt2J1pdBoBKQJAJhKCDydnaGp9udRkAAAAAYInZdOwAQhJBJhCCWOQHAAAAQHW2fH+yMvMKrS4DQIARZAIhxjAMfbf5hNVlAAAAAIBlCopcWriT4eVAqCHIBELMprh0HU8/bXUZAAAAAGCpudsTrC4BQIARZAIh5ucdvFkDAAAAwMr9Kco4zfByIJQQZAIhZv6Ok1aXAAAAAACWK3C69MtOPh8BoYQgEwghO45n6NgphpUDAAAAgCT9tI0Ra0AoIcgEQsjP9MYEAAAAgGKrD6YoPbfA6jIABAhBJhBC5jM/JgAAAAAUK3QaWsDwciBkEGQCIWJ/YpYOJudYXQYAAAAA2ArrCAChgyATCBG8OQMAAACA2eoDqcrMY/VyIBQQZAIhgiATAAAAAMwKnC79ujvJ6jIABABBJhAC4lJztTsh0+oyAAAAAMCWWE8ACA0EmUAI4E0ZAAAAAEq3bF+yThc4rS4DQAURZAIhgGHlAAAAAFC6vEKXlu5leDkQ7AgygSCXkHFaW4+lW10GAAAAANgaHUCA4EeQCQS5BTtOyjCsrgIAAAAA7G3JniQVFLmsLgNABRBkAkGObxUBAAAAoHxZ+UX67VCq1WUAqACCTCCIpWTna/2RNKvLAAAAAICgwDyZQHAjyASC2MJdiXIxrBwAAAAAvLJsb7LVJQCoAIJMIIgt3s23iQAAAADgrUMpOYpLzbW6DAB+IsgEglRBkUu/HUyxugwAAAAACCpLGF4OBC2CTCBIrT+SppwCp9VlAAAAAEBQYZ5MIHgRZAJBaske3nwBAAAAwFe/HUpVXiGdQoBgRJAJBKml+5ikGgAAAAB8lVfo0ppDqVaXAcAPBJlAEIpPy9WBpGyrywAAAACAoLSU1cuBoESQCQQhemMCAAAAgP+W8ZkKCEoEmUAQWsr8mAAAAADgt8MpOTqammN1GQB8RJAJBJmCIpd+Yz4XAAAAAKgQFlAFgg9BJhBkNhxNU24BK+wBAAAAQEUwZRcQfAgygSCzYn+K1SUAAAAAQNBbcyhVeYV0EgGCCUEmEGRWEmQCAAAAQIXlFTJtFxBsCDKBIJKWU6CdJzKsLgMAAAAAQsKyvQwvB4IJQSYQRFYeSJHLsLoKAAAAAAgNS/ey4A8QTAgygSCygsmoAQAAACBgjqTmKj4t1+oyAHiJIBMIIisPMD8mAAAAAATSusNpVpcAwEsEmUCQOJCUrYSMPKvLAAAAAICQQpAJBA+CTCBIrD3ManoAAAAAEGh81gKCB0EmECTW8y0hAAAAAATckdRcJWUy+g0IBgSZQJBYf+SU1SUAAAAAQEhaQ8cRICgQZAJB4ET6aR1PP211GQAAAAAQktYxvBwICgSZQBBYf4RvBwEAAACgsrDgDxAcCDKBIMCbKgAAAABUnv1J2UrLKbC6DADlIMgEgsAG5scEAAAAgEpjGHQgAYIBQSZgc+m5BdqXlGV1GQAAAAAQ0tYyTyZgewSZgM1tOHJKhmF1FQAAAAAQ2uiRCdgfQSZgc+uP8mYKAAAAAJVtd0KmMvMKrS4DQBkIMgGbW8+3ggAAAABQ6VyGtOEIn78AOyPIBGwsr9CpHcczrS4DAAAAAKqFtXQkAWyNIBOwsS3x6SpwuqwuAwAAAACqhbWHCDIBOyPIBGyMYeUAAAAAUHV2nshQbkGR1WUAKAVBJmBj65ifBQAAAACqTKHT0Jb4dKvLAFAKgkzAppwuQ5vj0q0uAwAAAMD/b+++4+wq6/yBf+/0PpNkMpn03kgIIRACIZTQq/QqHYIi1l1RcV1/FrCBurqufVFhVxGx69oLXVFQRCQJPQ1Ceq8z8/sDHRlImXLvPbe8369XXsm595znfHA3mbmfec7zUFQeXbIu6QjAbigyIUc9/vz62LjNIw0AAADZ9JelikzIVYpMyFEeZwAAAMi+vyoyIWcpMiFHPbbMF08AAIBse27V5li3ZUfSMYBdUGRCjvrr0vVJRwAAAChK1smE3KTIhBy0o609FizfkHQMAACAovSox8shJykyIQctXL4htu9sTzoGAABAUXp06dqkIwC7oMiEHPSYx8oBAAAS8xePlkNOUmRCDvqrjX4AAAASs2TNlli7eXvSMYBXUGRCDvqr9VgAAAASZVYm5B5FJuSY9vaOePx5G/0AAAAkyYY/kHsUmZBjnlqxMbbsaEs6BgAAQFH7y5K1SUcAXkGRCTnG+pgAAADJ+6tNWCHnKDIhx/hiCQAAkLyla7fEqo3bko4BvIwiE3KMjX4AAAByw198PoOcosiEHNLR0RF/e96MTAAAgFzwVzuXQ05RZEIOeW7V5tiwdWfSMQAAAAg7l0OuUWRCDrHRDwAAQO548sWNSUcAXkaRCTnERj8AAAC547nVm2P7zvakYwB/p8iEHDL/BUUmAABArmhr74hnV21KOgbwd4pMyCEeWwAAAMgtPqdB7lBkQo7YuqMtlq3dknQMAAAAXuaJ5YpMyBWKTMgRz6zcFO0dSacAAADg5Z5cociEXKHIhBzx9ArrrgAAAOQaj5ZD7lBkQo54yk/5AAAAcs7TKzZGu8fnICcoMiFHPK3IBAAAyDnbdrbHkjX2M4BcoMiEHPGUR8sBAABy0pMrNiQdAQhFJuQMMzIBAAByk3UyITcoMiEHvLBua2za3pZ0DAAAAHbhieWKTMgFikzIATb6AQAAyF1P+swGOUGRCTnAY+UAAAC5y6PlkBsUmZADbPQDAACQuzZs3Rkvrt+adAwoeopMyAEeLQcAAMhtZmVC8hSZkAOeNiMTAAAgp1knE5KnyISEbdneFsvWbUk6BgAAAHvw7MrNSUeAoqfIhIQ9vXJjdHQknQIAAIA9WbbWBBRImiITEvbMSo+VAwAA5LqlikxInCITErZkjS+GAAAAuU6RCclTZELCnvfFEAAAIOet3rQ9tmxvSzoGFDVFJiRs2bqtSUcAAACgG8zKhGQpMiFhFowGAADID4pMSJYiExL2vBmZAAAAeWGpPQ4gUYpMSNDWHW2xetP2pGMAAADQDUvXbk46AhQ1RSYkyGxMAACA/LFsrc9wkCRFJiTIjuUAAAD5w6PlkCxFJiTIjuUAAAD5w2Y/kCxFJiTIjEwAAID8sXz91mhr70g6BhQtRSYkaNk6RSYAAEC+2NneES+s92QdJEWRCQmyUDQAAEB+sU4mJEeRCQl63oxMAACAvLJ07eakI0DRUmRCgp43IxMAACCveLIOkqPIhIRs2LojNmzbmXQMAAAAesDO5ZAcRSYk5Pl1fooHAACQb1Zv3J50BChaikxIyDI/xQMAAMg7qzcpMiEpikxIyIvrtyUdAQAAgB5avVmRCUlRZEJC1vjiBwAAkHfMyITkKDIhIWs270g6AgAAAD20dvP2aG/vSDoGFCVFJiRkrRmZAAAAeae9I2LtFhNTIAmKTEiIR8sBAADyk8fLIRmKTEiIR8sBAADykyITkqHIhIR4tBwAACA/KTIhGYpMSMhaMzIBAADykqXCIBmKTEiIIhMAACA/mZEJyVBkQgI2bdsZ29vak44BAABALygyIRmKTEiAxxAAAADylyITkqHIhAR4rBwAACB/KTIhGYpMSIAZmQAAAPlLkQnJUGRCAtaYkQkAAJC3FJmQDEUmJGCdGZkAAAB5y1N2kAxFJiTAjEwAAID8tXl7W+xoa086BhQdRSYkwE/vAAAA8tuWHW1JR4Cio8iEBKwzIxMAACCvbd2uyIRsU2RCAjZu25l0BAAAAPrAjEzIPkUmJGDrTmupAAAA5LPNZmRC1ikyIQHb/OQOAAAgr5mRCdmnyIQEmJEJAACQ36yRCdmnyIQEmJEJAACQ38zIhOxTZEICtpmRCQAAkNeskQnZp8iEBGz1kzsAAIC8ZkYmZJ8iExKgyAQAAMhvPtdB9ikyIQEeLQcAAMhvWzxaDlmnyIQE+MkdAABAfrNGJmSfIhOybPvO9mjvSDoFAAAAfWGCCmSfIhOybNtOX+wAAADync1+IPsUmZBlW3dYHxMAACDfWSMTsk+RCVnm8QMAAID8t9lnO8g6RSZkmR3LAQAA8t9WMzIh6xSZkGVmZAIAAOS/nXZxhaxTZEKW2ewHAAAg/6kxIfsUmZBlHi0HAADIfx0dqkzINkUmAAAAQA+1KzIh6xSZkGUlqVTSEQAAAOgjPSZknyITskyNCQAAkP/MyITsU2RClpWUqDIBAADynU3LIfsUmZBlekwAAIACoMiErCtLOgAUH00mAIVvv3EvRm3duqRjAEDGjGgcFBGHJB0DiooiE7LMjEwAikFzzcZ4cNt/Jx0DADKmPGZExAVJx4Ci4tFyyLKUXcsBKAJ/eHxEjKobnnQMAMgYn+0g+xSZkGVmZAJQDNbvKIsDUwcnHQMAMiZl2TDIOkUmZFmJn9oBUCSeempsDK0ZlHQMAMiIkpRKBbLN3zoAADLi7lVNcUrFvknHAICMMCMTsk+RCVlmRiYAxaR0+YhoqRqQdAwASDtrZEL2KTIhy3ytA6CYfPq5sXFe5eikYwBA2pmRCdmnyIQsMyMTgGKypa00Jq4dGE0VjUlHAYC0KilRqUC2+VsHWabHBKDY/OfzM+KC6hFJxwCAtKoqrUo6AhQdRSZkWYkiE4Ai88d19XHsmo6oLatJOgoApE1laWXSEaDoKDIhyywIDUAx+r8ts+O8urFJxwCAtKkqMyMTsk2RCVlWbh0VAIrQpxePiguWLY4qs1cAKBBmZEL2aVQgy6rK/bUDoPi0dZTEExWz44z6iUlHAYC0sEYmZJ9GBbKsqqI06QgAkIgbnz8wLnvur1FWUpZ0FADos8oyMzIh2xSZkGXV5YpMAIrT/I01EdWT4pTGyUlHAYA+82g5ZJ8iE7KsvLQkymxdDkCRumXr3Lhy8fwoSfk2FID85tFyyD7fQUICzMoEoFh9eenwGLIj4tgmszIByG8eLYfsU2RCAqyTCUAx+03dKTFv2XNJxwCAPjEjE7JPkQkJMCMTgGL2wSXTY8LKZ+JwszIByGPWyITsU2RCAhSZABSzJVsr49nW42PeyuVJRwGAXqsqMyMTsk2RCQmorVRkAlDcPrvx8Ji++M8xs3F80lEAoFfMyITsU2RCAmory5KOAACJ+tYLrbFlwNSYt25D0lEAoFcUmZB9ikxIQJ0iEwDiJ1UnxiHPPBj7NoxJOgoA9JhHyyH7FJmQAEUmAETcuHhqdFTWx1Wb25KOAgA9VlNWk3QEKDqKTEhAXZUiEwBWbS+PBS0nxdwn7o1xdcOTjgMAPdJY2Zh0BCg6ikxIgBmZAPCST6w5LFLREVftqEg6CgB0W0mqJOor6pOOAUVHkQkJUGQCwEt+vrJ/bGg5ME5YcHcMr2lNOg4AdEtdeV2UpFQqkG3+1kEC7FoOAP/03dLjo7SjLa4Ij+gBkB+aKpuSjgBFSZEJCai3RiYAdPro4knRXj0gTpt/Vwyqbk46DgDslfUxIRmKTEhAU411wADgHzbtLI2/NJ8c5W3b49LSlqTjAMBeNVQ2JB0BipIiExIwoFaRCQAv99GVh0RHpOLsBXdHf4/rAZDjGivMyIQkKDIhAc11lUlHAICc8sCaxlgzeE5Ub98cr60clnQcANgjj5ZDMhSZkIABdWZkAsArfaP9mIiIuGDBfVFfXpdwGgDYPUUmJEORCQkoLy2JBhv+AEAX/7F4XLTVDYn6revivJrRSccBgN3yaDkkQ5EJCfF4OQB0taM9Fb/vd0pERFz8xO+jurQq4UQAsGtmZEIyFJmQEI+XA8Cr3fjCzOgoKYv+m1bGWQ0Tko4DALukyIRkKDIhIQNqzcgEgFd6bENtLG+dGxERlz79pygvKU84EQC8miITkqHIhISYkQkAu/a1HUdFRETr2qXxmsZJCacBgFezRiYkQ5EJCRlgjUwA2KXPLxkROxpf2uznikV/i9JUacKJAKCrpsqmpCNAUVJkQkKazcgEgF3q6EjFXfUnR0TEiJXPxHFNkxNOBAD/VF5S7tFySIgiExJijUwA2L0bls6IjrKXdi2/aunTkYpUwokA4CUtNS2RSvm6BElQZEJCrJEJALv37JaqWNx6bERETFg+P44wKxOAHNFS05J0BChaikxIiEfLAWDPPr/pyM4/z1vxfHJBAOBlFJmQHEUmJMSj5QCwZ19/fnBs7f/STMxpSx6JWU0TEk4EAIpMSJIiExLSVFMeZSXWVQGAPflZ9Umdf756zboEkwDASwbVDEo6AhQtRSYkJJVKRb9aj5cDwJ7cuGRadFTURkTEQc/+IfZrGJtwIgCKnSITkqPIhAQNrPN4OQDsyYvbyuOJQf+clTlv0/YE0wCAR8shSYpMSNDQftVJRwCAnPcfaw/r/PMRT94XE+tHJpgGgGKnyITkKDIhQcP71SQdAQBy3v+taI6NA/fvPL5qW2mCaQAodopMSI4iExI0zIxMAOiWH5Sf0Pnn4xbeHSNrhySYBoBi1a+yX1SU2usAkqLIhAQpMgGgez68aHK0V/WLiIiSjva4sr0u4UQAFKNBtTb6gSQpMiFBw/t7tBwAumPDzrL468CTO49PmX9XDK4emGAiAIqRx8ohWYpMSJAZmQDQfR9bdWh0RCoiIsrbd8Slpc0JJwKg2CgyIVmKTEhQfVV5NNWUJx0DAPLCvasbY13rIZ3HZ82/O/pX9kswEQDFRpEJyVJkQsLMygSA7rsjjuv8c9WOLXFxhU1/AMiewbWDk44ARU2RCQkb1mSdTADoro8vGhdtL9to4fyF90V9uY1/AMiOEfUjko4ARU2RCQkb3t+MTADorm3tJfHH/qd2HtdtXR8X1IxOMBEAxWREgyITkqTIhIQN62dGJgD0xI3LD4qOVGnn8cULH4jqMj8YBCCzastro7naRnOQJEUmJMyMTADomb+sr4sVg4/oPG7avDrOrhuXYCIAisHw+uFJR4Cip8iEhJmRCQA9d+uOY7ocX/b0w1FRUpFQGgCKgfUxIXmKTEiYXcsBoOf+a8nI2Pmydcpa1j0fpzVOTDARAIXO+piQPEUmJKymoiwG1JpBAgA90dGRinsaT+3y2hXPPhqlL1s7EwDSyYxMSJ4iE3KAWZkA0HM3LJ0RHaX//GHgsNWL4sSmyQkmAqCQmZEJyVNkQg4Y1t86mQDQU09tro6lg4/t8tpVS56MVKQSSgRAITMjE5KnyIQcMHpAbdIRACAvfXHz3C7HY19cGEf1MysTgPSqLquOgTUDk44BRU+RCTlg/KC6pCMAQF66ddmQ2Nav6yY/85YvTSgNAIXKbEzIDYpMyAETBtUnHQEA8tYva0/qcjxl6aMxu8kO5gCkj/UxITcoMiEHjBlYG6Ul1vMCgN744OL9oqO86zIt81avTigNAIVoeP3wpCMAociEnFBZVhojB9jwBwB644VtFfF06wldXjvwuYdiRuO4hBIBUGhGNoxMOgIQikzIGeNbrJMJAL316fWHveq1qzZsSSAJAIXIGpmQGxSZkCOskwkAvff95S2xuXm/Lq8d9tQDMbneDBoA+m58v/FJRwBCkQk5Y7wiEwD65IcVJ77qtau2WYMagL5pqW6JxsrGpGMAociEnDFhkEfLAaAvPrR4n+h4xQfNYxbeG6NrhyaUCIBCML6/2ZiQKxSZkCPGNNfZuRwA+mDdjrL4W8vJXV4r6WiPK9tsqAdA701ompB0BODvFJmQIyrKSuxcDgB9dNOqQ1/12skL7ooh1S0JpAGgEFgfE3KHIhNyyIQW62QCQF/8dnW/WDfo4C6vlbXvjMtL+ieUCIB8N6GfGZmQKxSZkEOskwkAfXdnyXGveu2M+XdHc6UyE4CeKSspizGNY5KOAfydIhNyyDg7lwNAn928aHy01wzs8lrlzq1xSUVrQokAyFejGkZFeWl50jGAv1NkQg4xIxMA+m5LW2k83Hzqq14/b8G90VjRkEAiAPKV9TEhtygyIYeMaa6LMjuXA0CffWj5rOhIdf1Wt2bbxriwakRCiQDIR9bHhNyiyIQcYudyAEiPh9fVx6rBh7/q9dc+8UDUlPlaC0D3KDIhtygyIcdMavXIGwCkw//uPOZVrzVuXhPn1o1NIA0A+UiRCblFkQk5Zt9hjUlHAICC8OnFo2Jn/bBXvX7pk3+MytLKBBIBkE/qK+qjtdZGcZBLFJmQY6YpMgEgLdo6SuL+pldv+tO8YXmc3mCGDQB7Nr7JRj+QaxSZkGP2HdoY9vsBgPS4YdmB0VFS/qrXr3jm0ShLlSWQCIB8YcdyyD2KTMgx9VXlMWZgXdIxAKAgLNxUHc8PPvpVrw9ZsyhOapqcQCIA8sWUAVOSjgC8giITcpDHywEgfb68de4uX79yyYIoSfl2GIBd27d536QjAK/gOzfIQdOHNyUdAQAKxi1Lh8f2pnGven3Mi0/G0WZlArALteW1MaZpTNIxgFdQZEIOmjasKekIAFBQfl138i5fn/f8c1lOAkA+mDpgqln7kIP8rYQcNHlwfVSU+usJAOlyw5Lp0VFW/arXJz//t5jTNCmBRADksn0HeqwccpGmBHJQZVlpTBpcn3QMACgYS7ZWxrODj9/le1evXJHlNADkOutjQm5SZEKOsuEPAKTXf60/fJev77/4T3FA4/gspwEgl00bOC3pCMAuKDIhR1knEwDS687lrbGleeou37t6/aYspwEgVw2uHRzN1c1JxwB2QZEJOcrO5QCQfv9XeeIuX5/99O9iSsPoLKcBIBd5rBxylyITctS4gXVRW1GadAwAKCgfWjw1Oip3vQ71vM3tWU4DQC5SZELuUmRCjiopScWUodbJBIB0WrW9PBa0nLTL94564t4YWzcsy4kAyDV2LIfcpciEHObxcgBIv4+vOWyXr6eiI67cWZXlNADkkrJUWewzYJ+kYwC7ociEHGbncgBIv1+s7B/rW2bu8r2T5t8VQ2sGZTkRALliXL9xUV1WnXQMYDcUmZDD9rNzOQBkxHdLj9/l66UdbXFFNGU3DAA5w/qYkNsUmZDDhveviSGNHnEDgHT72KJJ0V7dvMv3Tp9/d7RUDchyIgBygSITcpsiE3LcrDE+SAFAum1qK4lHmk/e5XsVbdvikjKPlwMUo+kt05OOAOyBIhNy3MFj+icdAQAK0kdWHBIdkdrle+csuCeaKqxVDVBMBlYPjNGNo5OOAeyBIhNy3MFmZAJARvx+bUOsaZ2zy/dqtm+K11YNz3IiAJJ0YOuBSUcA9kKRCTlu5IBa62QCQIZ8vePY3b534cL7oq68NotpAEjSzNaZSUcA9kKRCXnAOpkAkBmfWjw2dtYP3eV7DVvWxbk1Y7KcCICkzBykyIRcp8iEPGCdTADIjB3tqXiwadeb/kREXPLkg1FVWpnFRAAkoaW6JUY1jko6BrAXikzIA9bJBIDMufGFmdFRUrbL9wZsXBFn1E/IciIAss36mJAfFJmQB6yTCQCZ89iG2ljeOne371/xzCNRtpuiE4DCYH1MyA+KTMgT1skEgMz5yvajd/te69olcWrj5CymASDbFJmQHxSZkCeskwkAmfPFpcNjR+PuN/a5ctHjUZLyrTNAIWqpaYmRDSOTjgF0g+/GIE8cMqY56QgAULA6OlLx2/rdb/ozcuXTcVyTWZkAhchsTMgfikzIEyMG1MTQpuqkYwBAwfrg0v2jo2z3a1JftezZ7IUBIGtmDlJkQr5QZEIemTXa4+UAkCmLtlTFotbjdvv+xBcejyPMygQoOGZkQv5QZEIeOdiGPwCQUZ/bdMQe35+38oUsJQEgGwbVDIoRDSOSjgF0kyIT8ogiEwAy6/bnB8fWAfvs9v39Fj8SBzVOyGIiADLJbEzIL4pMyCPWyQSAzPtZ1Ul7fP+qdeuzlASATDt48MFJRwB6QJEJeebwCXYvB4BMumHxvtFRUbfb9w955sHYt2FMFhMBkAmpSMWhQw9NOgbQA4pMyDNzJ7YkHQEACtqK7eWxcNCJezxn3uadWUoDQKZMHjA5mqtNFIF8osiEPDNnfHNUlPmrCwCZ9B9rD9vj+0c+cV+Mr7M5BEA+O2zonv+tB3KPNgTyTE1FWcwa3T/pGABQ0H6yojk2Dpyx2/dT0RFX7SjPYiIA0u2wYYpMyDeKTMhDR03yeDkAZNr3y0/Y4/vHL7g7RtQMzlIaANKpX2W/2Ld536RjAD2kyIQ8pMgEgMz7yKJJ0V69+6cgSjva4oqoz2IiANJl9tDZUZJSiUC+8bcW8tDIAbUxZmBt0jEAoKBt2FkWf20+eY/nvGb+3THIRhEAecf6mJCfFJmQp46yezkAZNxHV86Ojkjt9v3ytu1xWamvyQD5pCRVEnOGzkk6BtALikzIUx4vB4DMu29NY6xtnb3Hc85acHf0r2zKTiAA+mzf5n2jsbIx6RhALygyIU/NHN0/6ivLko4BAAXvmx3H7vH96u2b46LKoVlKA0BfmY0J+UuRCXmqvLQk5oy3JhcAZNonF4+LttrWPZ5z/oL7o768LkuJAOiLw4ZZHxPylSIT8thcj5cDQMZtay+JP/Y/dY/n1G9dF+fXjM5SIgB6q7m6Ofbpv0/SMYBeUmRCHps7sSVSu99/AABIkxuXz4yOVOkez7n4id9FdWlVlhIB0BuHDjk0Uj5EQd5SZEIeG1hfGfsOtUg1AGTaX9bXxYrBR+7xnH6bVsVZ9eOzEwiAXvFYOeQ3RSbkubkTPV4OANnwtR1H7/Wcy57+U5SXlGchDQA9VVFSEYcOOTTpGEAfKDIhzx1lnUwAyIrPLhkZOxpG7vGcQeuWxWsaJ2UpEQA9cciQQ6KuwsZskM8UmZDnpg1rjOa6yqRjAEDB6+hIxT2Np+z1vCufeyxK97KeJgDZd+zIY5OOAPSRIhPyXCqViuOnDEo6BgAUhRuWHhAdpRV7PGf4qmfj+KbJWUoEQHeUlZTF3BFzk44B9JEiEwrAydMGJx0BAIrC05urYsngvc/ouWrpU5EKu+IC5IpZrbOioaIh6RhAHykyoQAcPHqAx8sBIEu+uPnIvZ4zfvmCOLKfWZkAucJj5VAYFJlQAEpKUnHi1NakYwBAUbht2dDY1n/iXs+b9+KyLKQBYG/KUmVx9Iijk44BpIEiEwrEKR4vB4Cs+UXNyXs9Z98lf4mDm/ZeeAKQWQe0HhBNVU1JxwDSQJEJBWLmqP4xqMHj5QCQDTcsnhYd5bV7PW/emrWZDwPAHh07wmPlUCgUmVAgXnq83KxMAMiGF7ZVxFOtJ+z1vIOe/UPs1zA2C4kA2JWSVEkcPdJj5VAoFJlQQOxeDgDZ85/rD+vWeVdv3JbhJADszv4t+0dzdXPSMYA0UWRCATlwZL9obahKOgYAFIXvL2+JTQOn7/W8w5+6PybWj8x8IABexW7lUFgUmVBAUqlUnLSvWZkAkC0/LD+xW+ddtc233QDZloqUIhMKjO+ooMB4vBwAsufDiydHezd2wj1u4T0xqnZI5gMB0GnawGnRUtOSdAwgjRSZUGBmjGiKoU3VSccAgKKwbkdZ/G3gyXs9r6SjPa5or8tCIgD+wWxMKDyKTCgwqVQqTpzamnQMACgaN62e3a3zTpl/VwyuHpjhNABEvLRb+Ymju7f8B5A/FJlQgE7Zz6NrAJAtd63qF+sGHbzX88rbd8RlpXbOBciGWa2zPFYOBUiRCQVo+vCmGNbP4+UAkC13po7r1nlnPX5XDKjsl+E0AJw69tSkIwAZoMiEAnWy3csBIGtuXjw+2mr3PvOncufWuLjCkxMAmVRTVhPHjDwm6RhABigyoUCd6vFyAMiaLW2l8XD/U7p17vkL7o2GivoMJwIoXseMPCaqyzyhBoVIkQkFaurQxpgwyO6oAJAtH37x4OhI7f3b69ptG+KC6lGZDwRQpDxWDoVLkQkF7KwZw5KOAABF4+F1dbFy8BHdOveihQ+YLQSQAa21rXFQ60FJxwAyRJEJBeyMGUOjtCSVdAwAKBr/s+Pobp3XtHl1nFM3LsNpAIrPyaNPjpJuzI4H8pO/3VDAWuqr4vDxzUnHAICi8Zklo2Jnw/BunXvZUw9FRUlFhhMBFBePlUNhU2RCgTv7gO59mAIA+q6toyTub+zepj8D178QpzVOzHAigOKxz4B9YmzT2KRjABmkyIQCd8w+LdFYXZ50DAAoGjcsOzA6Srr3tfeKZx+NslRZhhMBFIfXjH1N0hGADFNkQoGrLCuNU/cbnHQMACgaCzdVx7LBx3Tr3GGrF8WJTZMznAig8JWlyuLE0ScmHQPIMEUmFIFzPF4OAFn15S1Hdvvcq5YsjFTYnA+gLw4demj0r+qfdAwgwxSZUAT2G94UEwfVJx0DAIrGV5YNj+39xnfr3DEvPhFH99snw4kACptNfqA4KDKhSJw706xMAMimX9We1O1zr3phcQaTABS2hoqGmDt8btIxgCxQZEKROHP/oVFR5q88AGTLDUumR0d5TbfOnbLsr3Fo06QMJwIoTKeNOy0qSiuSjgFkgVYDikS/2oo4bp9BSccAgKKxdGtlPDvouG6ff9WqVRlMA1C4zp1wbtIRgCxRZEIROc/j5QCQVZ/ZcES3zz1w0UMxo3FcBtMAFJ6DWg+KUY2jko4BZIkiE4rInHHNMaxfddIxAKBofHv5oNjcvG+3z79qw5YMpgEoPOdMPCfpCEAWKTKhiKRSqTj3QLMyASCb/q/ixG6fe9hTD8Tk+lGZCwNQQAZUDYijRxyddAwgixSZUGTOOXBYlJakko4BAEXjxsVTo6Oyodvnz9uawTAABeSM8WdEeUl50jGALFJkQpEZ3FgdR01qSToGABSNNTvKYn7LSd0+/5iF98SYumEZTASQ/0pSJXH2hLOTjgFkmSITitBls0clHQEAisrNq+d0+9xUdMSVO61pDbAns4fMjqF1Q5OOAWSZIhOK0KHjmmN8S13SMQCgaPxqVf9YP+igbp9/0oK7YmjNoAwmAshv5044N+kIQAIUmVCkLjUrEwCy6jslx3f73LL2nXF5ql8G0wDkr9ba1jh82OFJxwASoMiEInXmjKHRUFWWdAwAKBo3LZoY7TXN3T7/jMfviubK/hlMBJCfzhx/ZpSWlCYdA0iAIhOKVE1FWZx74PCkYwBA0djUVhJ/HnByt8+vaNsWl1YMzmAigPxTliqLs8aflXQMICGKTChil84eFSWppFMAQPH4yIpDoiPV/W/Bz11wTzRWNGQwEUB+OXL4kdFS05J0DCAhikwoYsP718RRk2wkAADZ8uDahljd2v0dzGu2bYzXVo/IYCKA/HLOxHOSjgAkSJEJRe4ym/4AQFZ9ve3YHp1/4YL7o7asJkNpAPLH2MaxccjgQ5KOASRIkQlFbs745hjfUpd0DAAoGp9eMiZ21g/t9vmNW9bGuXVjM5gIID9cMuWSSKWsjQXFTJEJxKVmZQJA1uxoT8Xvm07p0TWXPPnHqCytzFAigNw3oGpAnDKmZ/92AoVHkQnEmTOGRkNVWdIxAKBo3PD8zOgo6f7X3uYNy+P0hgkZTASQ286bdF5UlFYkHQNImCITiJqKsjj3wOFJxwCAovH4xpp4YfBRPbrmimcejbKUHzwCxaeqtCrOn3h+0jGAHKDIBCLipcfLSyw3AwBZ85VtPSsyh6xZFCc1TcpQGoDcderYU6NfVb+kYwA5QJEJRETE8P41cdSklqRjAEDR+NLS4bG9aUyPrrlq8YIoSfkWHigeqUjFxftcnHQMIEf4LgjodNns0UlHAICi0dGRirvqerZxxegVT8UxTZMzlAgg9xw+7PAY3ehzCvASRSbQac745pjUWp90DAAoGh9cOj06yqp6dM2855/LUBqA3HPplEuTjgDkEEUm0MXrjxibdAQAKBqLtlTFc63H9eiaSc//LQ4zKxMoApP7T46ZrTOTjgHkEEUm0MWp+w2JEf1rko4BAEXjc5uO7PE1V698Mf1BAHLMJVMuSToCkGMUmUAXpSWpeN0RPdt4AADovW8+3xpbBkzp0TXTF/8pDmwcn6FEAMkbVDMoThh1QtIxgByjyARe5ewDhsWghsqkYwBA0fhZ9Yk9vmbeuo0ZSAKQG147+bVRVlKWdAwgxygygVepLCuNq+aYlQkA2XLjon2jo6KuR9fMfub3MaXBTr5A4aktr42zJ5yddAwgBykygV167cEjoqmmPOkYAFAUVmwvj4WDTurxdfM2t2cgDUCyzplwTtRX1CcdA8hBikxgl2oqyuKy2aOSjgEAReOTaw/r8TVHPXFvjKsbnoE0AMmoKq2KS6dcmnQMIEcpMoHdunz26KitKE06BgAUhZ+uGBAbWw7o0TWp6Igrd1jXGigcZ084O5qrm5OOAeQoRSawW4015fHag0cmHQMAisb3ynq+Q++JC+6KYTWtGUgDkF2VpZVxxdQrko4B5DBFJrBHVx02OirK/FMBANnw4UWTor26f4+uKe1oiyuiMUOJALLnjHFnxMCagUnHAHKYdgLYo5b6qjjngGFJxwCAorBpZ2k8OvDkHl93+vy7oqVqQAYSAWRHeUl5XLnvlUnHAHKcIhPYq9cfMTbKSlJJxwCAovCxFbOjI3r2dbe8bXtcWjYoQ4kAMu+0cadFa61lMoA9U2QCezW8f02cut+QpGMAQFG4b01jrG2d3ePrzl5wT/Sr8Ig5kH/KSspi3r7zko4B5AFFJtAtbzhybKRMygSArLi947geX1OzfVO8tmp4BtIAZNapY06NIXUmTgB7p8gEumX8oPo4drJH1gAgG/5j8dhoqxvc4+suWHhf1JXXZiARQGaUpkrNxgS6TZEJdNubjx5vViYAZMG29pL4Q79Tenxdw5Z1cV7tmAwkAsiMk0afFMMbzCYHukeRCXTb1KGNccIUC3ADQDbc+MJB0ZEq7fF1Fz/xYFSVVmYgEUB6laRKYt40szGB7lNkAj3yr8dNjFI7mANAxj26oTZeHDy3x9cN2LgizqyfkIFEAOl1/MjjY3Tj6KRjAHlEkQn0yLiWujhz/6FJxwCAovDVHUf16rrLn3kkykrK0pwGIH1SkYrX7fe6pGMAeUaRCfTYW4+dEBWl/vkAgEz7/JKRsaNxVI+va127JE5tnJz+QABpcsLoE2Js09ikYwB5RhMB9NjQpuq4cNaIpGMAQMHr6EjFPQ093/QnIuLKRY9HaS/W2ATItLKSsnjT9DclHQPIQ4pMoFfeeNS4qK3w4QgAMu2GpTOioxeb94xc+XQc2zQpA4kA+ubs8WfbqRzoFUUm0CvNdZVx+aEW5gaATHt6c1UsGXxsr669atmzkQqb9AG5o7qs2tqYQK8pMoFeu/qIMdFUU550DAAoeF/YdESvrpv4wuNxRD+zMoHccck+l0RzdXPSMYA8pcgEeq2hqjxef4QFugEg0/7n+aGxrf/EXl0778UX0pwGoHf6VfaLy6dennQMII8pMoE+uWz2qGip7/m6XQBAz/y8pneb/kxb8kjMapyQ5jQAPXf1tKujtrw26RhAHlNkAn1SVV4abzp6fNIxAKDgfXDxtOio6F0BcNW6dWlOA9AzQ+uGxnkTz0s6BpDnFJlAn50/c3iM6F+TdAwAKGgvbiuPJwed2KtrD37mDzGtYUyaEwF037XTr43yUuvrA32jyAT6rLy0JN52rFmZAJBpn1p7eK+vvWrTjjQmAei+8f3Gx8ljTk46BlAAFJlAWpy239CYOKg+6RgAUNB+tKI5Ng2c3qtrj3zy/hhfNyK9gQC64a0z3holKfUD0Hf+JQHSoqQkFW8/vne7qQIA3ffD8t49Xp6Kjpi3oyzNaQD2bEbLjDh8WO9nkwO8nCITSJtj9xkUB4/pn3QMAChoH148Odqrmnp17fEL7o6RtUPSGwhgD952wNuSjgAUEEUmkFbvPWVKlJakko4BAAVr3Y6yeGxg79aaK+lojyva69KcCGDX5g6fG9NbpicdAyggikwgrfYZ0hDnzRyedAwAKGg3rTq019eeOv+uaK0emMY0AK9WXlIe/3rgvyYdAygwikwg7d5+3MRoqLIGFwBkyt2rm2Jt6yG9ura8fUdcVqrIBDLroskXxciGkUnHAAqMIhNIu/61FfGWYyYkHQMACtq34theX3vW/Luif2VT+sIAvExzdXO8br/XJR0DKECKTCAjLj1kZIxrsQYXAGTKJxaPj7ball5dW7VjS1xcOSzNiQBe8pYZb4na8tqkYwAFSJEJZERZaUn8+yn7JB0DAArWlrbSeLj/Kb2+/vwF90Z9uR86Aum1b/O+cdrY05KOARQoRSaQMUdMGBhHTerdTBEAYO8+/OLB0ZHq3bf0dVvXx/k1o9OcCChmqUjFuw56V6RSqaSjAAVKkQlk1L+fsk+Ul/pGBgAy4eF1dbFy8JG9vv7iJ34X1WXV6QsEFLVTx54a0wZOSzoGUMAUmUBGjW6ujctmj0o6BgAUrNt2HtXra/ttWhVn1Y1LYxqgWNWU1cRbZ7w16RhAgVNkAhn35qPHR3NdRdIxAKAg/dfiUbGzYXivr7/s6T9FeUl5GhMBxWjetHkxsGZg0jGAAqfIBDKuvqo83n7cxKRjAEBBausoifsae7/pz6B1y+I1jZPSmAgoNsPrh8cl+1ySdAygCCgygaw498DhMXVoQ9IxAKAg3bDswOgo7f3TD1c+91iUpkrTmAgoJtcdeF1U9OHfIIDuUmQCWVFSkor/d+qUpGMAQEF6YlN1LGs9utfXD1/1bBzfNDmNiYBiMXvI7Jg7Ym7SMYAiocgEsmbmqP5xyrTBSccAgIL0pS19KxLmLX0qUpFKUxqgGJSlyuKdM9+ZdAygiCgygaz6t5MnR11lWdIxAKDgfHXZsNjWb0Kvrx+3fEHM7WdWJtB9F06+MMY0jUk6BlBEFJlAVg1urI5/Pa73H7IAgN37de1Jfbp+3vKlaUoCFLrW2ta4dvq1SccAiowiE8i6Sw8ZFfsNb0o6BgAUnA8smR4d5TW9vn7q0kfjkKaJaUwEFKrrD7o+avrw7w1AbygygawrKUnFR87cN8pKrMMFAOn0/NaKeGbQ8X0aY97qNWlKAxSqucPnxlEjjko6BlCEFJlAIiYPboirDrOeDgCk22c2HNGn62c+98eY3jA2TWmAQlNTVhPvnvXupGMARUqRCSTmrceMj5EDPI4CAOn0neUtsbl5Wp/GmLdxW5rSAIXmDdPfEK21rUnHAIqUIhNITFV5adx4+r5JxwCAgvPjihP6dP3hT90fk+pHpikNUCgm9Z8UF02+KOkYQBFTZAKJmjO+Oc7cf2jSMQCgoHxo8dToqGzs0xhXbvVRAfin0lRp/L9D/l+UlpQmHQUoYr47ARL3nlP2if61FUnHAICCsWZHWTzeclKfxjjuiXtiVK0fNgIvuXDyhTG1eWrSMYAip8gEEte/tiL+7aTJSccAgILy8dWH9un6ko72uLK9Nk1pgHw2tG5ovHH6G5OOAaDIBHLDWQcMiznjmpOOAQAF41er+sf6QQf1aYxT5v82hlS3pCkRkK/ec/B7oqbcJp1A8hSZQM648YypUVXunyUASJdvlxzfp+vL2nfGZSUD0pQGyEcnjzk55gydk3QMEvTss89GKpXq/HXZZZclHYkipjEAcsbIAbXx5qPHJx0DAArGzYsmRntN3554OHP+XTGgsl+aEgH5pF9lv3jnzHcmHaPHRo0a1aV4+8evz3/+870e85ZbbtnlmKNGjUpfcGCvFJlATrn6sDExqbU+6RgAUBA2tZXEnwac0qcxKndujUsqhqQpEZBPrpt5XfSrKpwfZHzlK1/p9bW33HJLGpMAvaXIBHJKWWlJfOSsaVGSSjoJABSGD794SHSk+vZt/3kL7o2GCj9ohGIyd/jcOHXsqUnHSKsHH3wwHnvssR5ft3DhwrjvvvsykAjoKUUmkHOmD2+KK+eMTjoGABSEP66rj9Wth/VpjNptG+LC6lHpCQTkvH6V/eK9h7w36RhpU15e3vnn3szKfPlszJePBWSfIhPISW8/fmJMGFSXdAwAKAhfbz+mz2NctPD+qCmzazEUg/cc/J5oru7b+rq55JRT/rnExv/8z//Ezp07u31tW1tb3HrrrZ3Hp55aWLNUId8oMoGcVFlWGp88b3qUl3rGHAD66j8WjY6d9UP7NEbj5jVxTt3YNCUCctWJo0+M40Ydl3SMtLriiis6/7x8+fL48Y9/3O1rf/KTn8Tzzz+/y7GA7FNkAjlrypDGeItdzAGgz9o6SuJ3TX3b9Cci4tKnHoqKkoo0JAJy0cDqgfFvs/4t6Rhpd/DBB8fkyZM7j3vyePnLHyufPHlyzJo1K63ZgJ4pSzoAwJ5cc+S4+PX8F+PhRWuTjgIAee2G52fGT0puiVT7jl6PMXD9C3H6uJPjjjWPpjEZkCveN/t90VjZmHSMjLj88svjHe94R0RE/PjHP44XX3wxWlpa9njNihUr4kc/+lHncV9nY7a3t8eCBQtiwYIFsWTJktiwYUOUlZVFv379YsSIETFr1qxobMzP//3/9Kc/xYIFC2Lp0qVRUlISQ4YMidmzZ8fw4cPTMv7WrVvjgQceiEWLFsWKFSuio6MjBg4cGOPGjYuDDz44ysrUW8XC/6WBnFZakopPnDs9Tvr0PbF5e1vScQAgb83fWBMvjD0qBi/9WZ/GueLZR+M7TWWxs6P7a8wBue/M8WfG4cMOTzpGxlxyySXx7ne/O3bu3Bk7d+6M2267Lf71X/91j9fceuutsWPHSz/8KSsri4svvrjH912zZk1897vfje9///tx9913x9q1a3d7bklJScyZMyeuu+66Lut67srSpUtj1KhRnet9jhkzJp588slIpXq2NNePfvSjLut+nn322fGtb32rW9e2tbXF5z73ufjMZz4TCxYseNX7qVQqZs+eHR/72Mdi9uzZPcr1D7///e/jxhtvjF/+8pexZcuWXZ7T0NAQF1xwQbz3ve+NIUOG9Oo+5A+PlgM5b1RzbVx/0uS9nwgA7NF/bzuqz2MMXb0oTmyalIY0QK4YUjsk3jHzHUnHyKhBgwbFSSed1HncncfLX37OSSedFIMGDerxfY844oi48sor4wc/+MEeS8yIl2Zs3n333XHqqafGBRdcEJs2bdrtuUOHDo3TTjut8/jpp5+On//85z3O9/nPf77L8TXXXNOt6zZu3BgnnHBCvOlNb9pliRkR0dHREffdd1/MmTMn/v3f/71HuTZv3hwXXnhhHHzwwfHDH/5wtyVmRMT69evjC1/4QowfPz7uvPPOHt2H/KPIBPLCxQePjCMmDEw6BgDktS8vGR7bm/q+Yc9VS56IVNiQDwpBKlJxw5wbora8NukoGffyR8Mfe+yx+MMf/rDbc3//+9/HY489tstre6K9vb3Lcf/+/WPOnDlx+umnx0UXXRRnnHFG7L///lFeXt7lvNtvvz3OP//86Ojo2O3Y1157bZfjV5aSe7No0aL4yU9+0nk8YcKEmDt3breuveCCC+KXv/xl5/G0adPizDPPjDPPPDOmTZvW5dyOjo644YYb4t3vfne3xl6xYkUcdthh8Y1vfKPL69XV1TF79uw4++yz47zzzovZs2d3+d9t8+bNce6553ZZ15TCo8gE8sbHzp4WTTXlez8RANit39ad3Ocxxrz4RBzdz9MSUAgunHxhzGydmXSMrDj55JO7zKrcU+H18vdaWlq6zObsiVQqFXPmzInPfOYz8fTTT8eqVavinnvuie9+97tx2223xXe+8514+OGHY/ny5XHTTTdFfX1957U/+tGP4gtf+MJux547d27ss88+Xc5ftmxZt7N98Ytf7FK0vv71r+/Wo+k/+MEPOtcOPeaYY2L+/PnxyCOPxLe//e349re/HY888kjMnz8/jjnmmC7XffjDH45f/OIXexy7vb09Lrjggnj44Yc7XxsyZEjccsstsWbNmrjvvvviW9/6Vtx+++1x3333xYsvvhjXX399lJS8VG91dHTEtddeG4888ki3/3cgvygygbwxqKEqPnja1KRjAEBe+8CS/aOjrKrP48x7YXEa0gBJGtUwKt46461Jx8iasrKyuOiiizqPb7/99ti6deurztuyZUt885vf7Dy++OKLXzVjsrt++MMfxj333BPXXnttjB49erfn9evXL97+9rfHPffc02XDn5tuuulVszpf7uWPgu/cuTO+/OUvdyvXzp07u5S1VVVVcemll3br2jVr1kRExLnnnhs/+9nPYuLEia86Z+LEifHTn/40zjnnnC6vX3311Z3reu7Kxz/+8fjVr37VeTxjxoz4y1/+EpdffnlUVla+6vympqb40Ic+FN/85jc7S9itW7fG2972tm79t5B/FJlAXjl1vyFx6n4WcAaA3lqytTKeaz2+z+Pss+yxONRamZC3SlOlccOcG6IqDT/YyCcvf0R87dq18d3vfvdV59x5552xbt26zuPLL7+81/cbNWpUj87fb7/9uqwn+fTTT8cDDzyw2/MvvfTSqKur6zz+8pe/HG1te98k9Xvf+148//zzncfnnXde9O/fv9s5hw0bFv/93//dORNyV0pLS+OWW26JoUOHdr727LPPxg9+8INdnr9ly5a46aabOo8bGxvjRz/6UQwYMGCvec4+++wupe5vfvObLrM6KRyKTCDv3HDa1GhtKK5vuAAgnf5r4xFpGWfeqpVpGQfIviumXhH7Ddwv6RhZt88++8SsWbM6j3f1ePnLXzvooINiypQpWcn2D2eddVaX4/vvv3+359bX13fZTX3x4sXx4x//eK/3eOV6mq9//et7lPGd73xnlwJ1d+rq6uKd73xnl9e++tWv7vLcb3zjG7FixYrO47e+9a0xePDgbmd65S70uytMyW+KTCDvNNaUx8fOnrb3EwGAXfrWC62xZUDfl2s5YNHDMaNxXBoSAdk0beC0eMP0NyQdIzEvn5X561//OhYtWtR5/PTTT8ddd93VedyX2Zh70tbWFuvWrYslS5bEs88+2+XXK2dUPv7443sc65Wb/uxpXc2IiCeffDJ+/etfdx5Pnz49Dj744G5nT6VScf7553f7/AsuuKDL2pv33XffLjcxeuX6meedd1637xERMWbMmBgxYkTn8T333NOj68kPikwgLx0+YWBcfPDIpGMAQN76SdWJaRln3vrNaRkHyI76ivr42OEfi7KSsqSjJOb888+P6urqiHhpc5mvfe1rne/dcsstnSVbdXV1XHDBBWm555o1a+KWW26Js846K8aPHx8VFRXR1NQUw4cPj9GjR3f5NW7cuFdduydTpkyJI47450z7n/70p/Hcc8/t9vzPf/7zXYrEns7GHDt2bDQ3N3f7/Obm5hgzZkzn8erVq+Ppp59+1Xn33ntv558rKiqisrLyVSXv3n69/PH4p556qkf/XeQHRSaQt9590uQY01ybdAwAyEsfXjw1Oirr937iXsx5+nexT/2ovgcCsuJ9h7wvhtYN3fuJBayhoaHL49tf/epXo6OjI9rb2+PWW2/tfP3MM8/ssvFOb7S1tcVHPvKRGDFiRFx55ZXxne98J5588sk9buDzSi9fr3N33vCGf86wbW9vjy9+8Yu7PG/btm1dHu2ur6+P1772td3OEhExYcKEHp0fETF+/Pguxy+++GKX4/b29i47rm/fvj3Gjh37qpJ3b7/+/Oc/d46xevXqHuck9ykygbxVXVEan7lwRlSW+acMAHpqxfbyWNhyUlrGumrrqx8RBHLPORPOieNGHZd0jJzw8sfL//E4+c9//vNYvHhx5+t9fax8586dcf7558f1118fGzdu7PU43Sk9zzjjjC7rSd5yyy2xY8eOV533rW99K1atWtV5fNFFF3VrrcuXa2ho6NH5EfGqQviVJeOaNWt6VO52x4YNG9I6HrnBp38gr+0zpCHee+o+SccAgLz0ybVz0jLOMQvvjTF1w9IyFpAZ45rGxTtmviPpGDnjyCOPjNGjR3cef+UrX+myyc/IkSPjqKOO6tM9PvnJT8add97Z5bWDDz44brrppvjNb34TTz75ZKxbty62bdsWHR0dXX71VHl5eVx99dWdxy+88EJ8//vff9V5fd3kJyK6rHfZW68cY/v27X0ek+KgyATy3mtnjYzX7Dck6RgAkHd+umJAbGg5sM/jpKIjrtpZlYZEQCZUl1XHzUfcHFVl/p7+QyqVissuu6zz+M477+yyy/Vll13Wp8Ju+/btceONN3a531e/+tV44IEH4u1vf3sceeSRMXbs2GhoaIiKioou165fv75X97z66qujrOyfa5++srR87LHH4r777us8nj17dkyb1vNNVLvzqPverunXr1+X4wEDBnQ5njBhwqvK3d78ovAoMoGC8KEz97VeJgD0wvdKj0/LOCcuuDuG1gxKy1hAer1j5jtibNPYpGPknMsuuyxKSl6qRTZv3hzbtm2LiFeXnL1x1113dSnvLr744rj00ku7de3L14rsiSFDhsQZZ5zRefzrX/86nnjiic7jz33uc13Ov+aaa3p1n4ULF/b4mpfniIhoaWnpclxRUdGl3HzmmWd2+Wg8KDKBglBXWWa9TADohY8snhTt1QP2fuJelLXvjCtS/fZ+IpBVJ4w6Ic6ecHbSMXLSiBEj4uijj37V63Pnzo1Ro0b1aexXFnennHJKt6+9//77e33fl2/609HR0bnpz+bNm+N//ud/Ot8bMGBAnHPOOb26x1NPPRUrV67s9vkrV67sskt5//79u+xi/g+zZ8/u/POOHTvit7/9ba/yUdh84gcKhvUyAaDnNu0sjb80n5yWsU5//K4YWNU/LWMBfTe0bmj8v0P+X9IxctrLN/3Z02s9tXbt2i7HPdn9/OW7ivfUkUceGVOmTOky1rZt2+LrX/96lxmil19+eVRWVvbqHh0dHXH77bd3+/xvfOMbXR7zPvTQQ3f52P7xx3d9QuBLX/pSr/JR2BSZQEGxXiYA9NxHVx4SHdH3zRsq2rbFpeWtaUgE9FVZSVl87PCPRV1Fz3akLjZnnnlm3HPPPV1+nX1232ewvnINyPnz53fruu9///txzz339OneL5+VuXLlyrjzzju7rJeZSqXida97XZ/u8dGPfrRbO7Fv3LgxPvaxj3V5bXeP2F988cXR1NTUefytb30rfvWrX/UpJ4VHkQkUHOtlAkDPPLCmMda0HpqWsc6Zf080VjSkZSyg9960/5ti2sCeb+RSbCoqKmLOnDldfvV2puLL7bfffl2OP/OZz8SmTZv2eM0f//jHuPzyy/t874svvjjq6+s7j//t3/4tHnrooc7jY445JsaNG9eneyxZsiSuvPLKaG9v3+057e3tceWVV8aSJUs6Xxs1alScdtppuzy/qakprrvuui6vnX322XHvvff2KFtbW1t85zvfidWrV/foOvKDIhMoONbLBICeu73j2LSMU7N9U7y2emRaxgJ659Ahh8blU/peiNF7s2bNipEj//lv4RNPPBHHHntsPP7446869x+zFo888shYs2ZNDBw4sE/3rq+vj4svvrjz+Lnnnuvy/utf//o+jf+P2aZ33HFHnHjiibvc/GfhwoVxwgknxB133NHl9S984QtddlZ/pXe84x1x3HHHdR6vXbs2jjzyyLj22mtjwYIFu71ux44dcf/998c73/nOGDt2bJx11lm93v2d3JbqsB89UKD+9/fPxb99969JxwCAvFBe0hHz+789Sjc+3+ex1lU3xfHDWmPTzs1pSAb0xKCaQXHHqXdE/yJer3bUqFFdyrsVK1ZEc3NzWsZeuXJll6Jx5MiR8eyzz+7y3DvuuCPOO++8Lq+lUqmYNm1aTJw4MVKpVCxbtiwefPDBzh3Ty8rK4oc//GGceOKJndccccQRPd745m9/+1uXtTL/YciQIfHcc8/tsUx8pWeffTZGjx7deXzJJZfEypUr4//+7/86X5s+fXqMGzcuOjo64sknn4xHHnnkVeNcf/318aEPfWiv91u3bl2cdNJJu9z0aOjQoTF16tTo379/tLe3x/r162PJkiUxf/78V+1y/swzz/R50yZyT/f/Pxcgz7x21sj4/dOr4wePLEs6CgDkvB3tqXiw36lxyMYv9nmsxi1r49y6Q+Mrax9NQzKguypKKuKTR36yqEvMXHLuuefGwoUL473vfW/nZjcdHR3xyCOP7LLoq66ujltvvTVOOOGEPt97n332iSOPPPJVBehVV13VoxJzV1KpVNx+++1x2mmnxW9+85uIiPjzn/8cf/7zn3d7/rvf/e644YYbujV+Y2Nj/Pa3v413vetd8alPfSra2to631u6dGksXbp0r2PU1NSkZYkAco/nLoGCZr1MAOi+G16YGR0l6ZnrcMkTf4jKUh8iIZuun3V97Dtw36Rj8DLvec974v/+7/9ixowZuz2noaEhLr300nj00UfTstHQP1x77bVdjktLS2PevHlpGbu+vj5+/vOfxyc+8YndrreZSqVi9uzZce+993a7xPyH8vLy+PjHPx4LFy6Ma665JgYNGrTXawYMGBBnnnlmfPWrX43ly5fH4MGDe3RP8oNHy4GC97dl6+OMz94X23bufiFqAOAlvxvzlWhd9ou0jHXj/ifH7WZlQlacNf6seN/s9yUdgz1YuHBh/O53v4vly5dHR0dHDBo0KIYNGxaHHnpoVFVVpf1+v/jFL7qsN3naaafF9773vbTfJyLioYceigULFsSyZcuipKQkhgwZErNnz44RI0ak7R6PP/54/OUvf4lVq1bF2rVro6ysLBoaGmL48OExadKkGDNmTKRSqbTdj9ykyASKwtd/vyje/V0fpABgb64Z/my8c8W70zLW8/2Gx0n9y2Nn+860jAfs2r7N+8ZXT/hqVJRWJB2FHHLuuefGt771rc7jn/70p3H88ccnmAj6zqPlQFG4cNaIOO/A4UnHAICc9/klI2NH4+i9n9gNg9csjpMbJ6VlLGDX+lf1j08c+QklJl288MILXWZfjh07tsvsTMhXikygaHzg9CkxfXhT0jEAIKd1dKTi7oZT0jbeVYsXREnKxw7IhNJUadx8xM3RWtuadBRyzCc/+ckuu3hfe+21HrumIPiOAigalWWl8YWLD4iB9TYeAIA9+eCS/aMjTRv1jFrxVBzTNDktYwFdve2At8XM1plJxyDHLFiwIP7zP/+z87ipqSmuuOKKBBNB+igygaIyqKEqPn/RjKgo9c8fAOzOs1uqYvHg9D2COO/559I2FvCSE0adEJdOuTTpGCRs69at8eyzz8azzz4bDz/8cHz2s5+NI488MrZs2dJ5znXXXReNjY0JpoT0sdkPUJRs/gMAe3bh4GXxoTVvT9t4b9j/uLhn7fy0jQfFbFzTuPjfk/43asprko5Cwn7729/G3Llzd/v+lClT4qGHHorKSk+lURhMSQKK0oWzRsQFB41IOgYA5KyvPz8ktvZP30Y9V69ckbaxoJjVl9fHp+Z+SonJXg0fPjy+//3vKzEpKIpMoGh94LQpceDIfknHAICc9fOak9I21vTFf4qZjePTNh4Uo1Sk4sOHfThGNPiBPLtWW1sb+++/f7zvfe+LRx99NMaOHZt0JEgrj5YDRW3Fhm1x+n/dF0vXbtn7yQBQZFoqd8TvK98Qqe2b0jLe/aMPitfFC2kZC4rRG6a/Ia7Z75qkYwAkxoxMoKgNrK+ML15yQNRUlCYdBQByzovbyuPJQemblTn7mQdjasPotI0HxeSk0ScpMYGip8gEit6UIY3x8XP2i1Qq6SQAkHs+tfawtI531ea2tI4HxWD6wOnxwUM/mHQMgMQpMgEi4sR9B8dbjrZuFwC80o9WNMfGgfunbbyjnrgvxtUNT9t4UOiG1g2NTx31qagorUg6CkDiFJkAf/eWo8fHyfsOTjoGAOScH5SfkLaxUtERV+5QyEB31JfXx38d/V/Rv6p/0lEAcoIiE+DvUqlU3HzOfjFlSEPSUQAgp3x40eRor+qXtvFOXHB3DK9pTdt4UIjKUmVx8xE3x9gmu04D/IMiE+BlqitK48uXHhgt9ZVJRwGAnLFhZ1k8NjB9m/6UdrTFFdGYtvGgEL3roHfF7KGzk44BkFMUmQCvMLixOr5y+cyoqyxLOgoA5IybVh0aHZG+nfFOm39XtFQ1p208KCQXTb4ozpt0XtIxAHKOIhNgF6YMaYzPXTQjykttZQ4AERF3r26Kda2HpG288rbtcVlZS9rGg0Jx+LDD47qZ1yUdAyAnKTIBduOw8QPjw2dOSzoGAOSMO+LYtI539oK7o1+FR8zhHyb0mxA3HX5TlKR8VAfYFf86AuzB2QcMi385dkLSMQAgJ3x80fhoqx2UtvGqt2+Oi6qGp208yGfN1c3xmaM+EzXlNUlHAchZikyAvXjz0ePjgoN8yAKAbe0l8VD/U9I65gUL7ou68tq0jgn5pqq0Kj4999MxuG5w0lEAcpoiE6Abbjh93zhqknW8AOBDy2dFR6o0bePVb10X59eOSdt4kG9KUiXx4cM+HPsO3DfpKAA5T5EJ0A2lJan4zIX7x7Rh1vECoLj9eX1drBx8RFrHvHjh76OqtDKtY0K++LdZ/xbHjDwm6RgAeUGRCdBNNRVlcctlM2NEf+sWAVDcbt15dFrH679pZZxVPzGtY0I+eMP0N8S5E89NOgZA3lBkAvRAc11lfO2Kg6J/bUXSUQAgMZ9dPDJ2NoxI65iXPfOnKC8pT+uYkMvOn3h+XLPfNUnHAMgrikyAHhrdXBtfuuTAqCr3TygAxamtoyTubUzvpj+ta5fGqY2T0jom5KrjRh4X18+6PukYAHnHp3CAXjhgZL/41Pn7R0kq6SQAkIwPLj0gOkrT+4TClYv+FqVp3EgIctGswbPiI4d9JEpSPo4D9JR/OQF66fgprfG+10xJOgYAJOKpzdWxtDW9G5SMWPlMHNc0Oa1jQi7ZZ8A+8am5n4ryUssoAPSGIhOgDy45ZFS87ogxSccAgER8acvctI951dKnIxUeeaDwjKgfEZ89+rNRW16bdBSAvKXIBOij60+cHBcclN4NDwAgH3xt2dDY1i+9u41PWD4/jmiyViaFpbm6Ob5w7BdiQPWApKMA5DVFJkAa3Hj61Dhj/6FJxwCArPtV7YlpH3PeihfSPiYkpb68Pj5/zOdjWP2wpKMA5D1FJkAalJSk4uZz9osTp7YmHQUAsuqDS6ZHR5oflZ225JGY1TQhrWNCEipLK+NTR30qJvZP78xlgGKlyARIk9KSVHz6gv1j7sSBSUcBgKx5fmtFPD3o+LSPO2/N2rSPCdlUmiqNjx720ZjZOjPpKAAFQ5EJkEblpSXxuYsOiNljrX8EQPH4zw2Hp33MWc/+MaY1jE37uJANJamSuGHODXH0yKOTjgJQUBSZAGlWVV4aX770wDhgZL+kowBAVnxveUtsbp6W9nHnbdqe9jEh01KRivfPfn+cMuaUpKMAFBxFJkAG1FSUxVcunxn7Dm1MOgoAZMWPKtO/6c8RT94fE+pGpH1cyJRUpOLfD/n3OH3c6UlHAShIikyADGmoKo9brzgoJg6qTzoKAGTchxdNiY7K9P4ALxUdcdX2srSOCZn0roPeFedMOCfpGAAFS5EJkEH9aivitqsOitHN6d3NFQByzZodZfG3lpPSPu7xC++OkbVD0j4upNt1B14XF06+MOkYAAVNkQmQYS31VfG/V82KoU3VSUcBgIz6+Oo5aR+zpKM9rmj3A0Fy21tnvDUumXJJ0jEACp4iEyALhjRVxzfmHRyDGiqTjgIAGfPrVf1i3aBZaR/31Pl3R2v1wLSPC+nwhulviCv3vTLpGABFQZEJkCUjBtTE/141KwbUViQdBQAy5tslx6V9zPL2HXFZaXPax4W+mrfvvLhmv2uSjgFQNBSZAFk0rqU+brtyVvSrKU86CgBkxE2LJkR7TfpLx7Pm3x39K/ulfVzorcunXB5vnvHmpGMAFBVFJkCW7TOkIb5x9cHRXGdmJgCFZ0tbafxpwKlpH7dqx5a4uHJo2seF3rho8kXxLwf+S9IxAIqOIhMgAZNaG+L2qw+xZiYABenGFw+OjlT6P2qcv+DeqC+vS/u40BPnTTwv3nnQO5OOAVCUFJkACRnXUhd3vO4Qu5kDUHAeXlcfq1oPS/u4dVvXxwU1o9M+LnTXRZMvin+b9W9JxwAoWopMgASNHFAbd7z+kBg5oCbpKACQVv/bdmxGxr144QNRXeaHgGTfvH3nxTsPemekUqmkowAULUUmQMKGNlXHHa87JMYOrE06CgCkzacXj4qd9elf07Jp8+o4u2582seFPXnz/m+2sQ9ADlBkAuSAQQ1V8c3XHRKTWuuTjgIAadHWURIPNKV/05+IiMuefigqSmyaR+alIhXvnPnOmDdtXtJRAAhFJkDOaK6rjNuvPjj2HdqYdBQASIsbnz8wOkrK0z5uy7rn4zWNE9M+LrxcSaok/t8h/y8u2ueipKMA8HeKTIAc0lRTEf87b1bMGNGUdBQA6LP5G2vi+cFHZ2TsK577a5SmSjMyNpSlyuJDcz4UZ004K+koALyMIhMgxzRUlcdtV86KWaP7Jx0FAPrsv7fOzci4w1c9Fyc0Tc7I2BS38pLyuPmIm+PkMScnHQWAV1BkAuSg2sqy+NoVB8Vh45uTjgIAffLfS4fH9qaxGRn7qqVPRSrsIE36VJVWxaeP+nQcPTIzM4kB6BtFJkCOqiovjS9femAcM7kl6SgA0Ce/qTslI+OOW74g5vYzK5P0qCmric8e89mYM3RO0lEA2A1FJkAOqywrjc9ddECctG9r0lEAoNc+uGR6dJRVZ2Tsq5cvzci4FJf6ivr40nFfipmtM5OOAsAeKDIBclx5aUl85oIZcfHBI5OOAgC9smRrZTzbenxGxp6y9NE4pMkO5vRe/6r+ccvxt8S0gdOSjgLAXigyAfJASUkqPnj61LjueB/UAMhPn914eMbGnrd6TcbGprCNbBgZ/3PS/8Sk/pOSjgJANygyAfLItXPHxc3n7BdlJTY2ACC/fOuF1tgyYGpGxp753B9j/8ZxGRmbwjWteVrcduJtMbx+eNJRAOgmRSZAnjn7gGHx35fNjNqK0qSjAECP/KTqxIyNfdWGLRkbm8JzxLAj4svHfzn6VfVLOgoAPaDIBMhDR0wYGN983SHRXFeZdBQA6LYbF0+Njsr6jIx9+FMPxOR660mzd2eNPys+NfdTUZ2hDagAyBxFJkCemjq0Mb77htkxurk26SgA0C2rtpfHgpaTMjb+ldssvcKevWG/N8T7Zr8vSks82QKQjxSZAHlseP+a+PY1s2P68KakowBAt3xizWEZG/vYhffG6NqhGRuf/FWaKo33HfK+uGb6NUlHAaAPFJkAea5/bUV8Y97BcczklqSjAMBe/Xxl/9jQcmBGxi7paI8r2moyMjb5q7qsOj591KfjrAlnJR0FgD5SZAIUgOqK0vjCxQfGBQfZdROA3Pfd0hMyNvYpC+6KIdV+uMdL+lf1j/8+7r/j8GGHJx0FgDRQZAIUiNKSVHz4zGnxtmMmJB0FAPboo4smRXt1c0bGLmvfGZeX9M/I2OSX4fXD47YTb4t9B+6bdBQA0kSRCVBg3nLM+PjoWftGWYkNDwDITZvaSuKRgSdnbPwz5t8dzZXKzGI2ZcCUuO3E22JEw4ikowCQRopMgAJ03swR8aVLDoy6yrKkowDALn3kxUOiIzLzQ7fKnVvjkorBGRmb3HfsyGPjKyd8JQZUD0g6CgBpluro6OhIOgQAmbHghQ1x1a1/iMWrtyQdBQBe5eHRn4v+z9+TkbE3V9bFsaNGxvrtGzIyPrnpddNeF9dOvzZSKU+mABQiMzIBCtjE1vr4wbVz4uAxHq8DIPd8o/2YjI1ds21jvLZ6VMbGJ7dUlVbFTYffFG/c/41KTIACZkYmQBHY2dYe7/vhY/E/v1uUdBQA6FRe0hHz+18XpRuXZWT8dTX94rihg2Lzzs0ZGZ/c0FLdEp8+6tMxpXlK0lEAyDAzMgGKQFlpSdxw+r7xwdOn2gQIgJyxoz0Vv+93SsbGb9y8Js6tG5ex8Une1AFT4xunfEOJCVAkzMgEKDIPPLUq3vC/D8WazTuSjgIAMaV+U/yo7ZpIte/MyPgr6wfF8S31sb19e0bGJzknjjoxPnDoB6KqrCrpKABkiRmZAEXmkLED4gdvnBMTB9UnHQUA4rENtbF88NyMjd+8YXmc0TgxY+OTfalIxRunvzE+dsTHlJgARUaRCVCEhveviW+/YXYcM3lQ0lEAIL667aiMjn/5s49GWaoso/cgO6rLquMTR34iXrff65KOAkACFJkARaqusiy+dMkBce3csUlHAaDIfWHpiNjRODpj4w9dvShOapqUsfHJjtba1rj1xFvjmJGZ2+0egNymyAQoYqlUKq47flJ8+oL9o6rclwQAktHRkYq76k/O6D2uXLIwSlK+1uWr/QbuF984+Rsxqb9CGqCY+UoOQLxmvyHxrdfNjsGN1pkCIBk3LJ0RHRlc73DMi0/G0WZl5qXzJp4XXzn+K9Fc3Zx0FAASpsgEICIi9h3WGN9/46ExY0RT0lEAKELPbqmKRa3HZfQeV72wOKPjk17VZdXxkcM+Eu85+D1RXlqedBwAcoAiE4BOLfVV8c3XHRKXHzoq6SgAFKHPbzo8o+Pvs+yxONSszLwwqmFUfP2kr8fJYzK75AAA+UWRCUAX5aUl8f9OnRKfv2hG1FfZ4RWA7PnG80Nia//JGb3H1atWZnR8+u64kcfF7afcHuP6jUs6CgA5RpEJwC6dMHVw/OhNc2LKkIakowBQRH5WfVJGx5+x6OGY0aggy0VlqbK47sDr4uNHfjxqy2uTjgNADlJkArBbIwfUxnfeMDsunDUi6SgAFIkbl0yLjorMllhXr9+c0fHpuZbqlrjlhFvikimXJB0FgBymyARgjyrLSuNDZ+wbnzp/etRWlCYdB4AC9+K28nhiUGZnZR769O9iSsPojN6D7juo9aD45qnfjP1b9k86CgA5TpEJQLecNn1o/OBNc2LioPqkowBQ4P5j7WEZv8dVm9szfg/2LBWpuGLqFfHFY78YzdXNSccBIA+kOjo6OpIOAUD+2LK9Lf79+3+NOx9aknQUAArYX4ffHHUrHs7Y+B2RijP2PSSe2ujrWRLqK+rjxkNvjLkj5iYdBYA8YkYmAD1SXVEaN5+zX3zs7GlRVe7LCACZ8YOy4zM6fio64sqdVRm9B7s2dcDU+ObJ31RiAtBjZmQC0GvzX1gfb/jfh+PpFZuSjgJAgakv2xmP1L0lSrauydg9dpaUxSmT94+lm5dn7B78U0mqJC6fcnlcu/+1UV5SnnQcAPKQqTQA9Nqk1ob44RvnxGv2G5J0FAAKzIadZfHXgSdn9B5l7TvjimjK6D14SUtNS3zp2C/FWw94qxITgF4zIxOAtPjf3z8XN/zo8diyoy3pKAAUiDn918Vtm98QqcjcR5btpZVx4oR94sWtqzJ2j2J39Iij4/2z3x+NlY1JRwEgz5mRCUBavHbWyPjxm+fEfsObko4CQIG4d3VjrG2dndF7VLRti0vKWzN6j2JVXVYd7z3kvfEfc/9DiQlAWigyAUibMQPr4tuvPyTecvT4KCtJJR0HgAJwR8exGb/HOfPvjqYKRVs6Teo/KW4/5fY4Z8I5SUcBoIAoMgFIq7LSknjbsRPizmtmx+jm2qTjAJDnPrF4XLTVZnbGZM32TfHaquEZvUexSEUqLtnnkvj6SV+PMY1jko4DQIGxRiYAGbNle1vc8OO/xf/+flHSUQDIY98c/+uYtfjLGb3H+urGOG7Y4Ni0c3NG71PImqub48ZDb4zZQzO7HAAAxcuMTAAyprqiNG48Y9/4ymUzY2B9ZdJxAMhTNy4/KDpSpRm9R8OWdXFe3diM3qOQHT7s8Pj2a76txAQgo8zIBCArVm/aHtd/5y/xs8eWJx0FgDz04JgvR8uyX2f0HqvqBsYJrU2xtW1bRu9TSKrLquNtB7wtLph0QdJRACgCZmQCkBX9ayviCxcfGDedPS3qKsuSjgNAnrl1xzEZv8eAjSvijPqJGb9PoThw0IHx7dd8W4kJQNaYkQlA1i1evTn+9Y5H4sFnVycdBYA8kUp1xMKB747y9c9l9D7P9xseJ/Uvj53tOzN6n3xWXVYdb53x1rhg0gWRSqWSjgNAETEjE4CsG96/Jm6/+uB45wmToqLUlyIA9q6jIxX3Np6c8fsMXrM4TmmcnPH75Kt/zMK8cPKFSkwAss6MTAAS9diydfGvdzwS81/YkHQUAHLc2Jot8cvUNZFq257R+zw7cGycVt8W7R3tGb1PPjELE4BcYBoMAImaMqQxfvimOfEvx04wOxOAPXpqc3UsHXxsxu8zasVTcWyTWZn/MLN1plmYAOQEMzIByBlPvrgh3nHnX+LhRWuTjgJAjrpkyLL4wOq3Z/w+C1r3ibOrN2b8PrnsHzuSnz/xfAUmADlBkQlATmlv74ivPfBs3PSzBbF5e1vScQDIQQsGvz8q1yzI+H2u3f/4uHvt4xm/Ty6a2TozPjD7AzGsfljSUQCgk2f4AMgpJSWpuPzQ0fHztx0eh41vTjoOADnol7UnZeU+81Yuz8p9ckl1WXW8e9a747+P+28lJgA5x4xMAHLatx9aEjf8+G+xZvOOpKMAkCNaK7fHAxXXRmrHpozf64rpR8cf1j2R8fvkgiOHHRnXz7o+htQNSToKAOySGZkA5LSzDhgWv/rXI+PM/YcmHQWAHPHCtop4qvWErNxr3roNWblPklprW+M/5v5H/OfR/6nEBCCnmZEJQN6494mV8Z7vPRrPrtqcdBQAEnbaoBfjU+vempV7XbjfkfHo+qezcq9sKkuVxUX7XBTX7HdN1JTXJB0HAPZKkQlAXtm6oy0+/asn4kv3PB072nwJAyhmjw37aNSufCTj9/n1+Dnxlp2LMn6fbJo+cHr8+yH/HhP6TUg6CgB0myITgLy04IUNcf13/hIPL1qbdBQAEvLRMX+J85Z9JOP36YhUnLnv7Hhy4+KM3yvTGisb420z3hZnjj8zUqlU0nEAoEcUmQDkrfb2jvjWQ4vjpp8tiJUbtycdB4AsayzfGX+ueVOktq3L+L1+POnIeNe2/H68/DVjXxNvP/Dt0a+qX9JRAKBXFJkA5L31W3fEf/ziibj1gWdjZ7svawDF5MfjfxRTFn894/dpS5XGqfscEIs3v5Dxe6Xb2Max8Z6D3xMHth6YdBQA6BO7lgOQ9xqqyuO9p+4TP33rYXHY+Oak4wCQRTetOjQr9yntaIsroiEr90qXqtKqeMuMt8S3XvMtJSYABcGMTAAKzs8feyFu+PHjsWi13c0BisEjIz8Vjct/n/H77CitiBMnTo3lW1Zm/F59dezIY+NfD/zXGFo3NOkoAJA2ZmQCUHCOm9Iav/iXw+O64ydGTUVp0nEAyLA7S47Pyn3K27bHpaUtWblXb03uPzm+esJX4xNHfkKJCUDBMSMTgIL2wrqt8eGfPB7f//OypKMAkCHVpW3xWOO/RMnmFRm/15aKmjhhzLhYvW1txu/VEwOrB8abZ7w5Tht7mt3IAShYZmQCUNBaG6viU+fvH3e+/pCYOjS/1jYDoHu2tJXGw82nZuVe1ds3x0WVw7Jyr+6oKq2Kq6ddHT8640dx+rjTlZgAFDQzMgEoGu3tHfHNPy6Om3+2IFZt2p50HADSaEbjhvj29msi1dGe8XttqGqM40cMjQ07Nmb8Xnty4qgT420HvC0G1w1ONAcAZIsiE4Cis27LjviPXy6M2x54Lna2+zIIUCj+OOaL0bzst1m516ennxxfWvdoVu71StOap8V1M6+L6S3TE7k/ACRFkQlA0Xp6xcb4+M8Xxv/99fnw1RAg/711xNPx1hffk5V7ra5tjhMG948tbVuzcr+IiEE1g+KtB7w1Th59skfIAShKikwAit5flqyNj/10Qdz75MqkowDQB6Wp9ljQ/K4o27AkK/f76IxT4n/W/CXj96kuq47Lp1wel029LKrLqjN+PwDIVYpMAPi7+55cGR/76fx4ZMm6pKMA0Eu3jr8nDl/8uazc64WmoXHSgKrY0b4jI+OXl5THWePPitft97porm7OyD0AIJ8oMgHgFX7y6PNx888XxFMrNiUdBYAemlC7JX7W8fpIZahcfKX3zTg5vr0mvWtllqZK4+QxJ8cbpr8hhtYNTevYAJDPFJkAsAtt7R1x50OL4z9++UQ8vy57658B0Hf3j701hiz9aVbutXjAqDi1MRVtHW19HisVqThm5DHxxulvjDFNY9KQDgAKiyITAPZg6462uO2B5+K/fvtkrN2cndk9APTNFUMXx3tXvTNr93vHjJPiJ2v+2qcxDh16aLx5/zfHPgP2SVMqACg8ikwA6Ib1W3fEF+96Om6575nYvL3vs24AyKyFre+NirVPZuVeTwyaGGfVbI2O6PlHqxktM+LNM94cBww6IAPJAKCwKDIBoAdWbNgW//nrJ+IbDy6KHW2+hALkqs+P+32csORTWbvfm/Y/Pn679vFunz+5/+R40/5visOGHZbBVABQWBSZANALi1Ztjs/+9sn4zsNLY3tbe9JxAHiFoVXb4t6yN0Rq55as3O/RYdPiwvK1ez1vdOPoeOP0N8axI4+NVCqV+WAAUEAUmQDQB8vWbokv3v103P6HRbF1h0ITIJf8ZvwdMXrx97J2v6umHxO/X7dwl++Nbhwd8/adFyeNPilKS0qzlgkACokiEwDSYOXGbfGle56O//3doti4bWfScQCIiLMHvRA3r/uXrN3vwVEz48rU8i6vTeg3IeZNmxfHjTwuSlIlWcsCAIVIkQkAabRu8474yv3PxFfvf9Yu5wA54PFhH4rqlX3bUbwnLtpvbjyy/qmYOmBqzJs2L+YOn+sRcgBIE0UmAGTApm0747bfPRdfvueZWLlxW9JxAIrWx8f+Oc5a+rGs3e9PB14cm/e/IA4demjW7gkAxUKRCQAZtHVHW9z+4KL44t1Px7J1W5OOA1B0BlTsiD9WvylS29Zn9kbjj4+Y87aIkYdk9j4AUMQUmQCQBTva2uM7Dy+Jz/32qXh21eak4wAUlZ+M/0FMXnx7+gdOlUZMOT1izr9EtE5N//gAQBeKTADIorb2jvjRX5bFf/3myVi4fGPScQCKwrHNq+NLG9+YvgHLqiOmXxgx+40R/cekb1wAYI8UmQCQgI6Ojrj7iZXxlfueibsWrghfjQEy6y8jPhkNL/6hb4PUtkQcdHXEzCsjavqnJxgA0G2KTABI2FMrNsbX7n827nxoSWze3pZ0HICC9P7Rf4tLn7+hdxcPnBxxyLUR086NKKtMbzAAoNsUmQCQI9Zv3RF3/GFxfO2BZ2Px6i1JxwEoKLWl7fFow1ujZMvKbl6Rihh3dMSsa176PZXKaD4AYO8UmQCQY9rbO+IXjy+Pr9z3TPzu6dVJxwEoGN8Z//OYsfirez6pvCZiv/NfKjAHTshKLgCgexSZAJDD/rZsfXz1/mfi+39eFtt2ticdByCvHdS0Pr659ZpIxS4+AjUOf2ntywMui6jul/VsAMDeKTIBIA+s2rgtvvHgorjtd8/F8vXbko4DkLceGv35GPD83X8/SkWMPSpi5lURE46PKClNNBsAsGeKTADIIzva2uP/Hn0+vnLfs/HnxWuTjgOQd94+4sl444ZPRkx/bcSBV0QMGJt0JACgmxSZAJCn/rp0Xdzxx8XxvT8tjfVbdyYdByDnHTCyX1w0a2icsW9LRHl10nEAgB5SZAJAntu6oy1+9tgL8c0/LI4Hnl4VvrID/FNDVVmcOWNYXHDQiJjYWp90HACgDxSZAFBAFq3aHN96aHHc+dCSeH7d1qTjACRmxoimuHDWyDhl2uCoKrf2JQAUAkUmABSg9vaOuOuJFXHHHxbHLx9fHjvafLkHCt+A2oo4db8hcf5Bw2NSa0PScQCANFNkAkCBW7VxW3z3T0vjm39YHE+8uDHpOABpVVVeEsfu0xpn7D8kDh8/MMpKS5KOBABkiCITAIrIw4vWxB1/WBw/fGRZbNrelnQcgF5JpSIOHj0gzpgxNE6c2hr1VeVJRwIAskCRCQBFaPP2nfF/j74QP3hkWdz/5MrY2e7bASD3TRhUF2fsPyxOmz4khjTZdRwAio0iEwCK3OpN2+Mnf30+fvjIsnjwmdWh0wRyycD6ynjNfkPijP2HxtShjUnHAQASpMgEADq9uH5r/PjRl0rNPy1eG75LAJJQXV4ax08ZFGfMGBZzxjVHaUkq6UgAQA5QZAIAu7R07Zb40SPL4od/WRZ/Xbo+6ThAgasoK4k545rj5H0HxwlTW6O2sizpSABAjlFkAgB79ezKTfHDR5bFj/7yfCxYviHpOECBqKssiyMnDozjp7TG3EktUae8BAD2QJEJAPTIwuUb/j5T8/l4ZuWmpOMAeaZ/bUUcM7klTpjaGoeOa47KstKkIwEAeUKRCQD02vwX1sevHn8xfvX48vjz4rU2CgJ2aUhjVRw3pTWOn9IaB43ub81LAKBXFJkAQFqs3rQ9fjP/xfjV/OVxz8KVsWHbzqQjAQkaO7A2jp/SGidMbY1pw5qSjgMAFABFJgCQdjva2uPBZ1a/NFtz/vJ4btXmpCMBGZZKRew7tDGOn9Iax08ZFONa6pOOBAAUGEUmAJBxT764MX49f3n86vEX46Hn1sROz6BDQWipr4w545vj8PEDY8745miuq0w6EgBQwBSZAEBWrdu8I3678MX49fwX466FK2Lt5h1JRwK6qbKsJA4a3T8OG98ch40fGJMHNyQdCQAoIopMACAxbe0d8efFa+P+J1fGvU+ujD8tWhvb29qTjgW8zIRBdXH4+IFx2ISBMWt0/6gqt8s4AJAMRSYAkDO2bG+LPzy7Ou57amXc/+SqeGzZOjuhQ5b1r62IQ8c1x2F/f2S8tbEq6UgFa9SoUfHcc891eW306NExf/78qKio6NNYK1asiObm5rTkBIBcUZZ0AACAf6iuKI3DJwyMwycMjIiItZu3x++eXhUPPLUqfv/M6liwfEP4ESykV31lWew/sl/M+vsj41OHNEZJSSrpWEXrmWeeic9//vPx5je/OekoAJBzzMgEAPLGmk3b4/fPrI7fPf1SsTn/hfWKTeihoU3VccDIfjFzVL84YGT/mNRar7hMyK5mZEZEDBw4MJ566qmor+/+zu9mZAJQDMzIBADyRr/aijhhamucMLU1Il6asfngM6vjD8+ujj8vXhuPLl0XW3dYYxP+oSQVMam1IQ4c1S8OHNU/DhzZL4Y0VScdi71YsWJF3HzzzfH+978/6SgAkFPMyAQACsbOtvZYsHxDPLJ4Xfx58Zp4ZPG6eOLFDdbZpGjUVJTG9OFNceDIl4rL/Uc0RX1VedKx2I3dzciMiKirq4snn3wyBg0a1KuxzMgEoBCZkQkAFIyy0pKYMqQxpgxpjAtnjYiIiE3bdsZflqyLPy9eG48sXht/Xrw2Xli/NeGk0HclqYgxA+tiypCGmDasKWaO6hf7DG6IstKSpKPRS6effnp873vfi4iIjRs3xgc+8IH4r//6r2RDAUAOMSMTACg6y9dvjT8tWhuPLFkbf1700iPpG7ftTDoW7FZlWUlMaq2PfYY0xD5DGmPKkIaY3NoQ1RWlSUejD145i/KRRx6Jgw8+OLZs2RIREeXl5fG3v/0txo0b1+OxzMgEoBCZkQkAFJ1BDVVd1tpsb++Ip1dujMef3xALl2+IBS+89Pui1Zs9lk7WNVSVxT5DGv4+u/il38cOrDXTsggMGTIk3vKWt8RHPvKRiIjYsWNHvOc974nbb7894/fesGFD3HfffbF06dJYsWJFVFZWRktLS0yePDn233//SKVsCAVA8szIBADYja072uKJ5RtjwfIN8cTyDbFg+YZY+MKGWLbOo+n0XSoVMaSxOia11seUIQ2d5eXw/jVJRyNLdjWLsry8PMaMGROrV6+OiIhUKhV/+MMf4oADDujxWN2ZkXn//ffHBz7wgfj1r38dO3bs2OU5LS0tcfHFF8f1118fAwYM6M5/GgBkhCITAKCH1m/d8VKx+cLGLjM4V23annQ0clBDVVmMGVgXY5prY3RzbYwZWBej//5nj4YXt92VjzfffHNcd911na8fffTR8ctf/rJXY+3Ojh074vWvf33ccsst3c7b2NgYt912W5x66qndvgYA0kmRCQCQJis3botnVm6Kxas3x6LVm2Px6i2xePXmWLxmc7ywfmv4rqtwVZSVxMj+NTFmYG2Mbn6ptHzpz7UxoK4y6XjkqN2Vj9u2bYsJEybEokWLOt/7+c9/Hscee2yPx9qVHTt2xMknnxy/+MUvurxeVlYWM2fOjOHDh8eWLVvib3/7Wzz11FNdziktLY1bbrklLrnkkh79twJAOigyAQCyYNvOtliy5u/F5urNsXjNlli06qWSc9HqzbFhq82Gcll5aSpa6quitfGlX4MbqmJov+oY3VwbYwfWxdCm6igpsYYgPbOn8vGrX/1qXH755Z3vzZgxI/74xz/udq3KnhSZ73jHO+Kmm27qPE6lUnHNNdfE+973vhg4cGCXc++777645ppr4tFHH+18raqqKn7/+9/HtGnTevBfCwB9p8gEAMgB6zbveGkW55rNsWTN5lixYVus2LAtVm7cHis3bouVG7fF6k3bbT6UARVlJdHa8PeC8mVFZWtjdQz++2vNdZWKStJuT+Vje3t77LfffvHXv/618/2vf/3rccEFF/R4rJd75JFHYv/994+Xfwz89Kc/HW9605t2m3Pjxo1x7LHHxu9+97vO12bOnBkPPvhgN/4rASB9FJkAAHmirb0jVm3aFis3/LPcXLmxa+H5jz+v3rStaEvPVCqivrIs+tVWRL+aiuhXU/7S77V//3NtRQyq/2dx6dFvkrK38vGHP/xhvOY1r+k8HjNmTMyfPz/Ky8t7PNY/XHrppXHrrbd2Hp911llx55137jXrokWLYp999olNmzZ1vnbXXXfF4YcfvtdrASBdFJkAAAWorb0jNmzdERu37YxN29r+/vtLvzr/vL3tZa/9/c/bX/b+trbYtH1n7GzriLb2jmjr6Ij29o5o7+hIS0laXpqKyrLSqCgricqyklf8XhoVpSVRWV4SFaX/fK2mojQaqsuioao8GqrL//77y4/LorG6PMpKS/oeEDKsO+Xj4YcfHvfcc0/n8X/+53/GG9/4xl6NtW3btmhsbIxt27Z1vrZgwYKYMGFCt/Jed911cfPNN3ceX3755T3aLAgA+kqRCQBAr7T9vdTs+ntE+z9Kz46OaG+PaOvoiI6Ojs4ysvLvheXu1vqDYtGd8vGBBx6I2bNndx63tLTEU089FXV1dT0e6957743DDjus87inj4c/+uijXdbFHD9+fCxcuLDb1wNAX/lRNQAAvVJakory0pKoKi+NmoqyqK8qj8bqlx7dbq6r7NwcZ2hTdQzrVxMt9VXRWF0eVeWlSkzopkMOOSROO+20zuMXX3yxy6zInvjjH//Y5fjlBWl3TJ06NRoaGjqPn3jiiVi3bl2vsgBAbygyAQAActiHP/zhKC0t7Tz++Mc/Hi+++GKPx3nlNd19pPwfUqnUq67pTQ4A6C1FJgAAQA6bPHlyXHbZZZ3HGzdujA9+8IM9HmfNmjVdjhsbG3s8xiuvWb16dY/HAIDeUmQCAADkuPe///1RXV3defyFL3whnnrqqR6N8crtEdKxxINlIgDIJkUmAABAjhs6dGi86U1v6jzesWNHvOc97+nRGP379+9y3Jv1LV95Tb9+/Xo8BgD0liITAAAgD1x//fVdisNvfvOb8fDDD3f7+paWli7HPd1xvKOjI5544okurw0cOLBHYwBAXygyAQAA8kBTU1Ncf/31nccdHR3xrne9q9vXH3jggV2O77///h7d/7HHHusyI3P8+PHR1NTUozEAoC8UmQAAAHniTW96UwwbNqzz+Be/+EX88pe/7Na1Bx54YFRWVnYeP/jgg6+aYbknt912W5fjOXPmdPtaAEgHRSYAAECeqKqqive///1dXnvXu971qo18dnftueee2+W17q6zuWTJkvjsZz/b5bVLL720W9cCQLooMgEAAPLIpZdeGlOmTOk8fuihh2LRokXduvZtb3tbl53G77jjjvjc5z63x2s2bdoU5513XmzcuLHztQMOOCCOOOKIHiYHgL5RZAIAAOSR0tLS+NCHPtSra/fff//4l3/5ly6vXXvttfHmN785Vq1a9arzH3jggZgzZ06X9TQrKyvjy1/+cq/uDwB9kerozjMIAAAApNWoUaPiueee6zxesWJFNDc3d/v6OXPmxH333bfL9/Y01vbt2+PEE0+MX//6111eLysri1mzZsWwYcNi69at8dhjj8WTTz7Z5ZySkpL40pe+FFdccUW3cwJAuigyAQAAEtDXIvO+++7b7YY7extr+/btMW/evLj11lu7fb+Ghob42te+Fqeffnq3rwGAdPJoOQAAQB469NBD4zWveU2vrq2oqIivfe1rcc8998Sxxx4b5eXluz134MCB8ba3vS2eeuopJSYAiTIjEwAAoMht2LAh7rnnnli6dGmsXLkyKisrY+DAgTF58uQ44IADumwQBABJUWQCAAAAADnPo+UAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDzFJkAAAAAQM5TZAIAAAAAOU+RCQAAAADkPEUmAAAAAJDz/j9cNTD2tDWgnAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_mid_q10_df.mean(axis=1).plot.pie()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "3f374a25", + "metadata": {}, + "source": [ + "## Post-cohort" + ] + }, + { + "cell_type": "markdown", + "id": "ca83369b", + "metadata": {}, + "source": [ + "### Participants" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "8d1ed876", + "metadata": {}, + "outputs": [], + "source": [ + "url = \"https://docs.google.com/spreadsheets/d/1TlJ8_m1G4vLz0FH_IEgTGqjeQNvH8IYk0RM3wzaYanQ/export?format=csv\"\n", + "cohort_gid = {\n", + " 'OLS-1': '1016086495',\n", + " 'OLS-2': '1605575560',\n", + " 'OLS-3': '1197781372',\n", + " 'OLS-4': '992604217',\n", + " 'OLS-5': '0',\n", + " 'OLS-6': '1071501789',\n", + " 'OLS-7': '792445015'\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "62651e36", + "metadata": {}, + "outputs": [], + "source": [ + "participant_df = {}\n", + "answers = {}\n", + "for c in cohort_gid:\n", + " participant_df[c] = (\n", + " pd.read_csv(f\"{url}&gid={cohort_gid[c]}\")\n", + " .dropna(axis=1,how='all')\n", + " .fillna(\"\")\n", + " .replace(c, \"cohort\", regex=True)\n", + " # q1 \n", + " .replace(\"I was able to meet ALL my project goals\", \"I was able to meet ALL my goals\", regex=True)\n", + " .replace(\"I worked consistently on my project, and met part of my goals\", \"I was able to meet MOST of my goals\", regex=True)\n", + " .replace(\"I was able to meet MOST of my goals.\", \"I was able to meet MOST of my goals\", regex=True)\n", + " # q4\n", + " ## renaming (see below)\n", + " .replace(\"Tooling and Roadmapping \\(open canvas, project vision etc\\.\\)\", \"Project Roadmapping, Open Canvas\", regex=True)\n", + " .replace(\"Licensing and Code of Conduct\", \"Open Licensing, Code of Conduct\", regex=True)\n", + " .replace(\"GitHub and README files\", \"README, GitHub Introduction\", regex=True)\n", + " .replace(\"Project development: Agile and iterative project management methods & Open Aspects\", \"Agile & Iteractive Project Management\", regex=True)\n", + " .replace(\"Knowledge Dissemination: Preprints, Training and Code Publishing\", \"Open Access Publication, Open Educational Resources, Open Source Software\", regex=True)\n", + " .replace(\"Data management plans, software citation\", \"Open Data\", regex=True)\n", + " .replace(\"Citizen Science\", \"Open Engagement of Social Actors\", regex=True)\n", + " .replace(\"citizen science\", \"Open Engagement of Social Actors\", regex=True)\n", + " .replace(\"Diversity & Inclusion\", \"Equity Diversity & Inclusion (EDI)\", regex=True)\n", + " .replace(\"Mountain of engagement and Community interactions\", \"Mountain of Engagement, Community Interactions\", regex=True)\n", + " .replace(\"Persona and pathways and inviting contributions\", \"Personas & Pathways\", regex=True)\n", + " .replace(\"Mental health, self care, personal ecology\", \"Personal Ecology\", regex=True)\n", + " .replace(\"Ally skills\", \"Ally Skills for Open Leaders\", regex=True)\n", + " .replace(\"Open Leadership: Career Guidance call\", \"Open Leadership in Practice\", regex=True)\n", + " .replace(\"Open office/co-working hours and social calls\", \"Open office/co-working hours and social calls\", regex=True)\n", + " .replace(\"Final presentation rehearsals\", \"Graduation rehearsals\", regex=True)\n", + " .replace(\"Final presentation call \\(open and live streamed\\)\", \"Graduations\", regex=True)\n", + " ## cleaning\n", + " .replace(\"Tooling and Roadmapping \\(\\)\", \"Project Roadmapping, Open Canvas\", regex=True)\n", + " #.replace(\"Tooling and Roadmapping(open canvas, project vision etc.)\", \"Project Roadmapping, Open Canvas\", regex=True)\n", + " .replace(\"Designing for inclusion: Implicit bias\", \"Community Design for Inclusivity\", regex=True)\n", + " .replace(\"Diversity and Inclusion\", \"Equity Diversity & Inclusion (EDI)\", regex=True)\n", + " .replace(\"Preprints\", \"Open Access Publication\", regex=True)\n", + " .replace(\"open protocols\", \"Open Evaluation\", regex=True)\n", + " .replace(\"Knowledge Dissemination: Citizen science\", \"Open Engagement of Social Actors\", regex=True)\n", + " .replace(\"Knowledge Dissemination: open education\", \"Open Educational Resources\", regex=True)\n", + " .replace(\"Knowledge Dissemination: Open Access Publication\", \"Open Access Publication\", regex=True)\n", + " .replace(\"open education\", \"Open Educational Resources\", regex=True)\n", + " .replace(\"Open agenda and social calls\", \"Open office/co-working hours and social calls\", regex=True)\n", + " .replace(\"Career Guidance calls\", \"Open Leadership in Practice\", regex=True)\n", + " .replace(\"Applying FAIR principles on research components\", \"Open Data\", regex=True)\n", + " # q5\n", + " .replace(\"I am not sure yet, but ask me later when you have launched OLS-2\", \"I am not sure yet but ask me later\", regex=True)\n", + " .replace(\"I am not sure yet, but ask me later when you have launched cohort\", \"I am not sure yet but ask me later\", regex=True)\n", + " .replace(\"I am not sure yet, but ask me later\", \"I am not sure yet but ask me later\", regex=True)\n", + " .replace(\"Yes I'd like to return as a collaborator to run an OLS cohort for my network\", \"Yes I'd like to return as a collaborator to run this program in my network\", regex=True)\n", + " .replace(\"No, I would not be able to return to OLS-2\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"No, I would not be able to return to cohort\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"No, I would not be able to return to OLS-4\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"I would not be able to return to OLS-3 but I am hopeful to return to OLS-4 with an active role.\", \"I would take a break but please keep me informed about the next cohort\", regex=True)\n", + " .replace(\"No, but only because I really would not have the time\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"Maybe in OLS-7?\", \"I would take a break but please keep me informed about the next cohort\", regex=True) \n", + " )\n", + " answers[c] = participant_df[c].shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "2a855316-53a1-4b8d-84b4-8f962981a00f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Number of answers to the survey')" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "answer_s = pd.Series(answers)\n", + "answer_s\n", + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "answer_s.plot.bar(ax=ax, color=colors['participants'])\n", + "plt.ylabel('Number of answers to the survey')" + ] + }, + { + "cell_type": "markdown", + "id": "9ce64f00", + "metadata": {}, + "source": [ + "#### \"How was your overall project leadership experience in OLS?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "acd6a57a", + "metadata": {}, + "outputs": [], + "source": [ + "participant_q1 = {}\n", + "other_answer = []\n", + "col = \"How was your overall project leadership experience in OLS?\"\n", + "answers = [\n", + " \"I was able to meet ALL my goals\",\n", + " \"I was able to meet MOST of my goals\",\n", + " \"I was able work on my project but only PARTIALLY\",\n", + " \"I was NOT able to work on my project idea\",\n", + " \"Other\"]\n", + "for c in participant_df:\n", + " participant_q1[c], oa = get_mcq_possible_answers_counts(col, participant_df[c], answers)\n", + " other_answer += oa\n", + "participant_q1_df = pd.DataFrame.from_dict(participant_q1)\n", + "participant_q1_df = 100 * participant_q1_df / participant_q1_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "2a4497a3", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "2da60245", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Goals evolved as we learned but we were very productive ',\n", + " \"I had some personal goals which were not completed - but that's fine :)\"]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "886f4630", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_q1_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "0247e679", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q1_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "d01ce3e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q1_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "22f0f057", + "metadata": {}, + "source": [ + "#### \"How was your overall experience with the mentor-mentee calls?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "7394c4fb", + "metadata": {}, + "outputs": [], + "source": [ + "participant_q2 = {}\n", + "other_answer = []\n", + "col = \"How was your overall experience with the mentor-mentee calls?\"\n", + "answers = [\n", + " \"Mentoring calls were always useful\",\n", + " \"Mentoring calls were mostly useful\",\n", + " \"Mentoring calls were somewhat useful\",\n", + " \"Mentoring calls were not useful\"]\n", + "for c in participant_df:\n", + " participant_q2[c], oa = get_mcq_possible_answers_counts(col, participant_df[c], answers)\n", + " other_answer += oa\n", + "participant_q2_df = pd.DataFrame.from_dict(participant_q2)\n", + "participant_q2_df = 100 * participant_q2_df / participant_q2_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "4c23e020", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_q2_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "a77a2abd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YYos4+uijY8iQIRER8cMPP8Trr78ef/7zn0t8jMGDB6eFcM8666xiA5kbm++++y7+9Kc/5Qs0tmzZMtq2bRsNGjSIiDWh6unTp8d3331XZMgwr4cffjjOPvvsfJ+d22yzTbRv3z7q168fixcvjvHjx6cFkN95553Yfffd46OPPirzJW0BAAAAAACoWMJhCXPQQQfFlltumfrx+NFHHy00HPboo4+m/m7cuHFa17HSeuKJJ9KCYZUqVYoBAwbEJZdcEi1atEjbNycnJ/773//G+eefH7NmzYqINeGNq6++Ov7xj3+U+JzHH398LFiwIFq2bBm33nprHHrooVG5cuW08wwdOjTOOuusVIBh2rRpcfvtt8fVV1+d73gffPBBrFq1Kn744YfYY489UtsPP/zwuPXWWwutY4sttsi37c0338wXkNh7773jnnvuifbt26dtnzlzZlx00UXx0ksvpbYNHjw4unXrFmeddVbRD0IuF1xwQSxZsiQaNGgQN998c5x66qlpXVoi1izDVFaysrLi5JNPjpycnNhzzz3j1ltvzfda+/333+P666+Pf/7zn6ltzz33XPztb39Le4zzmj17dpx55plpP2537Ngx7r///ujZs2favkuWLIlbbrklbrnllpgyZUqRXbnKyrRp0+Kwww5LC4Y1bNgwrrzyyjj99NOjXr16+eZkZWXFyy+/nPa+K8x2220XJ510Uhx00EHRuXPnAsMPK1eujFdeeSUuv/zyVMewWbNmxTnnnBPPPPPMety7dff222+nBWMaNmwYd911Vxx11FFRtWrVAudMnDgx3nzzzXjkkUfKtJY+ffqkwmFZWVnxxRdfxC677FLgvgV1DYtY090nOzs77bpS1LyiwmE33HBDWjCsevXqcfnll8eAAQOiUaNGafvmXhZ44cKFEbHmGtujR4/4y1/+Uug58lr7/mzXrl3ccccdsf/++6cF5LKzs/N1eBwwYEBaMKx+/foxcODAOP300/MFRn7//fe4//7746qrrkqFkK6//vrYddddy72b09lnnx3Lli2Ltm3bxj333BP77rtv2u2ZmZlx5plnpnWZuvjii6Nx48appQ3/9Kc/xa233hqtW7dOmzthwoQ46qijYvLkyRERsXTp0rj66quLDeddeeWVaa+JjIyMOPvss2PgwIH5nuMPP/wwzj777Pj6668jYs1z8Ze//CU6deoUO++8c4HHHzRoUFowbG3XzF69ehW4/6pVq+Ljjz+OV199tcBOorfeemvqc2r33XdPvRaaNm0aH3zwQaH3s06dOoXeVpwBAwakwmEREf/+979LHA5bvXp1Wmi6atWqcfrpp69zLRXlmmuuSQuG7bPPPnH77bdHx44dC9x/+fLl8f7778fLL79c7DKMI0eOzBcMO/744+OKK66Idu3a5dt/1KhRce6556aulRMmTIizzjornn766bT9dtttt7TvD5dcckna0p6jR4+OZs2a5Tt+kyZNiqwXAAAAAACADUM4LGGqVKkSJ5xwQtx2220RsWZZvjvuuCNq1KiRtt/apcDWOvHEEwsNbxRn5syZcfbZZ6fG1atXj1deeSUOOOCAAvfPyMiI/v37R8+ePaNXr16pJY8GDRoUZ511VrRq1apE583Kyor27dvHe++9l++H97XnOf7446N27dpx6KGHprYPHjw4rrrqqnxdhAr6YTNizQ/h22yzTYlqiljzQ+4ZZ5yRtu3II4+Mp59+usCQScuWLePFF1+Mc889N+69997U9gsvvDAOPfTQAu9bQZYsWRKbb755vP/++9GhQ4cC9ynpY1sSv/76a0REHHfccfHEE08U2PWtZs2a8Y9//CN+//33tCXnHnrooSLDYZdeemnaUnY9evSI4cOHFxhKqFu3btx4442x0047xbHHHlvkUn1l5cQTT0yFdiIi2rRpE2+99Va0bNmy0DlbbLFFnHnmmXHmmWfGTz/9VOh+l112Wdx9993FdsOpWrVqHHnkkbHffvvFPvvsk1rC8fnnn4+bb745tt1229LdqTKQO4gTEfHCCy9E7969i5zTvn37aN++fVxyySXrvLxsQfbff/+4/fbbU+Phw4cXGg7LHYY64IADYvjw4bF69epYtGhRjB07Nnr06FHgvNxBoO23377Q99eYMWPSQosNGjSId999Nzp37lzg/lWqVIlTTz01evXqFT179kwtO/d///d/cdxxx5W4q8+SJUuiW7duMWLEiKhfv36+2ytXrpwW3n3++efTQkQtW7aMUaNGFXr9q1mzZlx88cXRo0eP2HfffWPZsmWRk5MT5513XkyZMqVcOzotXLgwdtlll3j33XcLvG+NGjWKF154Ibp06ZIKYE2bNi3+9Kc/pYJYDzzwQIHd5Dp06BDDhg2Ltm3bpkI8zz//fNxzzz2FPvbjx4/PFyK+66674txzzy1w/169esVHH30U+++/f3zyyScREbFs2bI444wzYuzYsQXOyf3+2nzzzePdd98tsktglSpVYo899og99tgjbrjhhnzX6C222CIVbs59W5UqVUr1mVca3bt3j1122SU+//zziFgTKJ0xY0aJzvfmm2+mAuUREYceeuh6L4W9oeXk5KQtIbrjjjvGm2++mS/InVv16tWjT58+0adPn0KXT41YE2I87rjjUsGwjIyMGDx4cJFdYXv37h0ff/xx9OnTJz7++OOIWPO98eyzz44999wztV+NGjXSnqO8n8XNmjUrt9fMxmTevHlpnW9LorhlPQEAAAAAADaETWstHkok9w+BixYtipdffjnfPi+88EJa16NTTz11nc83aNCgtB8s77jjjkKDYbk1btw4hg4dmhpnZ2fHHXfcUeLzVqlSJZ5//vliw1P9+/ePrl27psazZs0q1x/rhg4dGnPnzk2NW7ZsGY899lih3YfWuvPOO6NTp06p8W+//RYPPPBAqc595513FhoMKw/bb799DB48uNjlQK+55pqoVq1aajxy5MhC950zZ05aR5JatWrF0KFDi+1Wc/TRR+cL5ZWHESNGxEcffZQa16lTJ1577bUig2F5FdVNpUWLFqUK1TRo0CAGDx6cGq9evTpf15cNZebMmam/GzZsWGwwLLeMjIwiAxKltddee6Udr7DuYDk5OfHOO++kxkcffXRaiKyweZMmTUrrulVc17Dcy4X+5z//KTQYltuOO+6Ydg345ZdfSrXcbPXq1WPo0KEFhqfyysnJSQuwValSJV599dUSBT569uyZNvf777+PV155pcR1rouqVavGM888U+R9q1KlSlx66aVp2xYuXBjt2rWLu+++u9BlRiPWXLePOeaY1Pi3335LhWcKcvvtt6ctMXr44YcXGgxbq06dOvHss8+mLXP86aefxv/+978C98/9/tp7771LtXxs3oB4Rcq99O/q1avjoYceKtG8Bx98MG2cO5S+qcjKykoFqyMiDj744FJd92rWrFnobQ8++GBaZ7lLL720RMuFr30d5q6jqG6pf2T3339/dOjQoVT/+vfvX9FlAwAAAAAACIclUbt27WLXXXdNjQtaxi73tu7du+db6rCkfv3117RjbbvttqVa9qxbt25pHaReffXVEs89/PDDo23btiXa909/+lPaeNy4cSU+T2nlXjouIuKKK65I+/G/MJUrV44bb7wxbVtxy5jl1rx58zj++ONLvH9ZuPjii4v8sXqtzTffPG05yDlz5sS8efMK3PeFF16IVatWpcbHH398iTuSXHXVVeXarSgi8gX2Lr744th+++3L9ZzF2WWXXdLCabnDaxVl8eLFqaUGK0LNmjXTltv78MMP00IZa3311Vdpr8X9998/+vTpkxrn7iqWW0mXlJw6dWq88cYbqfFee+1VqiUXjzjiiLTntjTXyCOOOKLEr8333nsvtbRcxJr3XWHLGxZkwIABaQGk0tS5Lo488sgS3beCnpeLLrooLaxamNyvg4hIdefLa/ny5WmdOCMibr755mKPH7EmDJo35FSS635h189NwbHHHpsWbHv00Udj5cqVRc6ZNWtWDBs2LDVu06ZNqcKnG6uyfB7vueee1N916tQpcPnswjRv3jyOOuqo1Hj48OGxfPnyMqsNAAAAAACAiiUcllC5u0WMHDkybSmmadOmxfvvv58ar0/XsA8++CCta9gRRxxR6nDO3nvvnfp75syZabUW5aCDDirxOfKGyMrrh/WVK1emLQlWpUqVtO4zxTnggAPSOqFNnz495syZU6K5hxxySLkHo/Iqj+cgb7Ap9w/WxWnRokVaMLKsrV69OkaNGpW2rTRhyPWRk5MTS5cujblz58aMGTPy/cv9upk8efIGqSmvNm3apP5euXJlXHbZZWndlDa03OGeFStWpF331sod/mrXrl00bdo0bd6YMWPSljgtaF7lypXTrmO55e5KFrGmM1lpZGRkxF577ZVWT0mX3yxNx5q8YbfS1lmrVq3o3r17ajx69OhSzS+tkgbsmjRpkq/rYEk6W0ZE7LDDDmnj3F2Zcvv000/TgjTdunWLHXfcsUTniIg46aST0sYffPBBgfvlfn99+OGH8dxzz5X4HBuTGjVqpH1H+fnnn4vtNPfQQw+ldd/761//Wl7llavcS3lGrAlDl8V7ZcqUKWnfnQ488MBiu23mlfsatnz58kKXNwUAAAAAAGDTU/RacGyyjjnmmLjgggvi999/j9WrV8cTTzyR6iLx6KOPpgIbNWvWjGOPPXadz5P3R+ytt946ZsyYUapj5O3gMm3atGjRokWx89q1a1ficzRo0CBtnHtJzbI0ceLEtLBc+/bto169eiWeX7ly5dh1113j9ddfT2379NNP489//nOxc0uyTF1ZqlOnTjRv3rzE+5f0ORg/fnzaOPeSoCXRrVu3Ipd/Wx+TJ0+OhQsXpsatW7eOrbbaqlzOtWLFihg+fHi89NJL8cUXX8Q333xT4k4uuWvckI499ti4/fbbU+N77rkn3n///Tj99NPj4IMPjlatWm3Qevbff/+4/PLLU+MRI0bEgQcemLZP7lDU2lBYjx49ok6dOrF06dJYtWpVvPfee2nvwZUrV6YFzbp37x6bbbZZgTXkvUY2bty41NfIWrVqpf5etmxZzJkzp0Td9EpzTchb5+abb17qOnNf62bMmBGrV68ut8BqSbtGRkTUr18/li5dGhERdevWjaZNm5Z4Xm4FhQQjIj777LO0ce4uiSXRoUOHqFevXur43333Xfzyyy/5zn/cccfFF198ERFrgqpHH310PP7443HCCSfEAQccUKplJiva2WefHbfffnsq8PXggw/GkUceWeC+q1atSutQWrNmzTj55JM3SJ1lLSMjI4455pi49957IyLi999/j7333juOOOKIOOaYY2K//fYrdagrIv/7t0WLFqV+/+Z9r06dOjWtsysR55xzTqGv08J8//33lpYEAAAAAAAqnHBYQtWrVy8OP/zweOqppyJizTJVV111VeTk5MSQIUNS+x122GH5foAujdmzZ6eNL7jggrjgggvW+XgREQsWLCjRfnnDRkWpWrVq2ri4JazWVd5uWKXpHrNWmzZt0sJhJe1y1rhx41Kfa32U5vGPKPlzkJWVlfq7Xr16hYZuClOSYOG6mjt3btp4XZdjLc5///vfuPDCC2P69OnrNL+8wo/F6dq1a1xwwQVx5513prZ99dVXcf7558f5558fzZs3j549e0bPnj1jzz33jI4dO0ZGRka51dO5c+do1KhRZGZmRkT+JSKXLVuW1rVnbTisatWq0bt379T7cPjw4WnhsLxLVBa2pGRE/mvkEUccsY735v9bsGBBicJhpbkm5K1zt912K21ZaVavXh2LFi0qt8BSaa4/Var8/686pbme5J4XUfg1a32v+xkZGbHjjjumhczmzZuX77P5b3/7W7zwwgvxySefpLYNGzYshg0bFhkZGdG+ffvo0aNH9OrVK/baa68SL8dbEbbddtvo27dvaqnI9957L7799tsCH7tXXnkl7dp7zDHHlPpzYWMycODAGDZsWEydOjUiIrKzs+PZZ5+NZ599NipXrhydOnWKHj16xO677x577rlniQLIed+/t956a9x6663rVWdJv4v9kTRu3HiDf9cCAAAAAAAoC5aVTLDcyzatXUpy+PDhaT8irs+SkhER8+fPX6/5BVmyZEmJ9tvQSyiWRN6OTesSvMs7p6Q/0NatW7fU51of5fX4L1q0KPX3utyn0nRqK628r/fSBuRK4s4774z+/fuvczAsIip0Kcc77rgj7rjjjgJf+7Nnz45nn302zj///OjcuXM0b948Lrnkkvjhhx/KpZaMjIzYd999U+NJkybFjz/+mBqPHj06li1bFhER1atXT1u+MffSknlDZXmXYCwqHFaR18jSvH8qss51sa7Xn/K4bm2o63716tXjnXfeibPOOisqV66cdltOTk5MmDAhHn744TjllFOiVatW0bFjx7jjjjvit99+K3U9G8KAAQNSf+fk5MRDDz1U4H4PPvhg2nhTXVJyrYYNG8bHH38chx9+eL7bsrOz4/PPP4977703jjnmmGjatGn07NkzHnnkkSJD7Zva+xcAAAAAAIANa+NL11BmevfunbaM22OPPZa2NFPLli1jn332Wa9zrFixYr3mF6Qigy3rK2/tZdEVqTw7K22Mqlevnvp7XV5f5fGaLExZPzdjxoyJiy++OG3bNttsE1dccUW8/vrrMWnSpFiwYEFqudicnJzUv9zBpop2wQUXxMyZM+OBBx6IPn36RO3atQvc78cff4zbbrsttt9++7jrrrvKpZa8wa3cwa7cf/fq1Stt+cbc877//vu0Jdpyz6tbt26RXbY2lWvkplLnxmhDXvdr164d//73v+O7776L6667Lrp165avw9laX331VVx00UWxww47xHvvvbfeNZW1fv36pX1Hefzxx/Mtnfv999/HyJEjU+MuXbpE9+7dN1iN5aVRo0bxwgsvxNdffx2XXXZZ7LTTTgU+5zk5OfHxxx/HGWecETvttFO+ZZfX8v4FAAAAAACgKMJhCZaRkRGnnHJKavzCCy/Eq6++mhqfcsop6/0j9hZbbJE2/uijj9ICK+vyL3fNm5q8S6ity/J+eeeUR3eqjVnu+/vLL7/E6tWrSzW/PJfCyvt6L+tzXXfddWn396yzzorvvvsubrrppjjooIOibdu20aBBg6hRo0a+9+7ixYvLtJb1Vb9+/fjrX/8ab7/9dixatCjVDefoo4/O9z5Zvnx5XHDBBXH33XeXeR25O4BFpHcBy/133v3atGmTtkTp2n0XLFgQn3/+eWr73nvvXWg4JyL/a2bOnDnrfY3s3bt3yR+AEspdZ40aNfKFD9fl38a8rGFZqojrfqtWreKaa66JsWPHxqJFi+K9996LG2+8Mfr06ZMWsI1Y85o78MADY8yYMaWuqzxVqlQpzj777NR4/vz58fzzz6ft8+CDD6aFlDbWrmHZ2dnrNK9Dhw5xyy23xFdffRULFiyIt956K66++urYY4898l1XpkyZEvvuu2+BXSXzXmeGDh263u/fgQMHrtN9Ki/r+hgDAAAAAAAgHJZ4p5xySmoZrd9++y3VlSNvcGxdbbnllmnjb7/9dr2PuSlr3Lhx2nhdHo8pU6YUecyka9myZervFStWlPox/Prrr8u6pJStttoqbTxp0qQyO/avv/4a7777bmq87bbbxn333Vdk8Ci3uXPnllktZa1KlSrRpUuXGDBgQDzzzDMxb968ePPNN6Nbt25p+1155ZVpy4qWhWbNmkWbNm1S43feeSdycnJi3rx58dVXX6W25w2HRaR3D1sbDnv33XfTAnxFLSkZselcI3PXuWzZspg1a1YFVrNpWd/rfk5OTnz33Xdp2xo1alTi+bVr147evXvHlVdeGW+//XbMnz8/HnroobTr1bJly/J1JdwYnHbaaVGjRo3UOPcSksuXL4/HH388Na5Xr14cd9xx5VZL3mvtqlWrSjw379Ki62KzzTaLvn37xvXXXx//+9//4ueff45BgwalLTk6f/78uPrqq/PN3VSuM7mXQy3N4xtRNo8xAAAAAADAH5VwWMK1aNEi9t1333zb99577zLp6tKzZ8+0ce5OPJuq9emm1r59+6hZs2ZqPGHChFJ1dMrOzs7X3SVvgCbp8i7RV5rl0LKzs2P06NFlXVJK27Zt07oETZkyJX766acyOfbMmTPTlgY74IADShwMmzZtWpnVsSFUrlw5+vXrF6NHj47OnTunti9dujRtycaykjv4lZmZGV9++WWMGDEi1ZGoUaNG0alTp3zzcge/Ro4cGatXr853jSsuHLapXCM3lTo3Rl27dk0bf/TRR6WaP3HixLTOYTvssENsttlm61xP7dq148wzz4yPPvoobUnXjz76KObNm1fgnIpavrhhw4Zx9NFHp8YffvhhTJw4MSIinn/++Zg/f37qthNPPLHQJWrLQr169dLGpQmqrq25LG2++eZxySWXxNtvv532/Lz66qv5OmpuKu/f3I9xaYPA5fEYAwAAAAAA/FEIh/0BnHbaaSXati723XfftE4Qr776aqE/Pm8q8i7JtbbbWklUrVo1unfvnhqvWrUqnnvuuRLPHz58eNrj16pVq9h6661LPD8J9ttvv7Tx4MGD05YVK8qrr75ariGpjIyM2GeffVLjnJyceOihh8rk2Hl/KM/dLaY4ubvrbEqqV68eJ5xwQtq2gpZMW195A1zDhw9PC6Htt99+BYZj9ttvv1TnxYULF8ann36aNq9FixbRunXrIs/dt2/ftPGTTz4Zy5YtK/V9KG956xw8eHAFVbLp6dq1a9rnxtixY/N1AivKk08+mTbefffdy6SubbbZJt/1asaMGQXum7v+0nzmlYUBAwakjdd2D8vdRSyi/JeUzNsBrjSdId94442yLidl1113jQ4dOqTGS5YsiaysrLR9unTpkra05McffxwTJkwot5rWVe7H+LvvvouVK1eWaN7kyZMLfe0CAAAAAABQvJK1pWGTdthhh+XrplRW3agaNGgQxx9/fAwZMiQi1nT+ueSSS1LjTVHeji2lXa7vpJNOivfffz81vvnmm+O4446LWrVqFTkvOzs7rrrqqrRtJ598cqnOnQR9+vSJVq1apUJCX3zxRTz88MNx1llnFTlv6dKlG2TZtAEDBsQLL7yQGt92221xwgknxLbbbrtex23QoEHa+JtvvinRvJkzZ8bdd9+9XueuSHm7o+UNZ5aF3r17R9WqVVNBhOHDh6ct31rQkpIRa7oadenSJT777LOIiLj33ntj5syZqduL6xoWEbHTTjvFXnvtlbomzJ49O26++ea4/vrr1/n+lId+/frFdtttF1OnTo2INQGnRx99tMyCxElWo0aNOOqoo9JCXldddVU8++yzxc794Ycf4v7770/bVpbX/ZK+v3J/7mVlZcXKlSujatWqZVZHUbp16xbdunWLTz/9NCLWhOVOPPHE+PDDD1P77L777mkBqfLQpUuXtPFrr70W11xzTbHzJk6cGC+99FJ5lRURxT+PlSpVinPOOSd1XcnJyYnzzjsvhg8fXuIOlBtCly5dUtfeFStWxPDhw+Oggw4qdt7Gdr1cL9stjGhep6KrgEJlPP98RZdALjlHHlnRJQAAAAAACaFz2B9AtWrVYvfdd0/7V5YBjIEDB6Yd78knn4z/+7//i+zs7FIdZ9KkSfG///2vzOpaVzVq1EhbcvPTTz8t1fJHxx9/fDRp0iQ1nj59epxxxhn5loHK6+KLL44vvvgiNa5Zs2acffbZJT5vUlSqVCmuvPLKtG1/+9vf4plnnil0TlZWVhx44IHl0nUqr969e8eee+6ZGi9evDgOOeSQmD17domPUVB3s+222y7q1Pn/Pxi//vrrxXZ+ycrKisMOOyxtSbqKdOedd+braFOU7OzsGDp0aNq2tm3blnVZUadOnejRo0dq/N5778WPP/6YGhcWDotID4D95z//KfS2otx0001pncluuOGGuPfee0s0N7cxY8b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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q2_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "b8c35e2c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q2_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "fc31b125", + "metadata": {}, + "source": [ + "#### \"How was your overall experience with the cohort calls?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "6e417072", + "metadata": {}, + "outputs": [], + "source": [ + "participant_q3 = {}\n", + "other_answer = []\n", + "col = \"How was your overall experience with the cohort calls?\"\n", + "answers = [\n", + " \"They were always useful\",\n", + " \"They were mostly useful\",\n", + " \"They were somewhat useful\",\n", + " \"They were not useful for me\",\n", + " \"I could not attend\"]\n", + "for c in participant_df:\n", + " participant_q3[c], oa = get_mcq_possible_answers_counts(col, participant_df[c], answers)\n", + " other_answer += oa\n", + "participant_q3_df = pd.DataFrame.from_dict(participant_q3)\n", + "participant_q3_df = 100 * participant_q3_df / participant_q3_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "09d31e5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_q3_df, cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "3c9b72f7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q3_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "2691b742", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/ihcvbkybNs2rNtubP3++20BaR5/Q0FDjo48+8qouZw88ExMTjb59+7qtM7eCOk6ePGn079/f7UMXR5877rjD4wcwhuF6H1u2bJlRtmxZj+suVKiQ8dtvv3m9vBlSU1ON119/3WUAkatPQECAsW7dOo/r27t3ryW42ZOPv7+/MXToUOPKlStZXlZPvfTSS5Z17Ok55oMPPuiw/a+88opH+U+cOGHJO2HCBKfz+3pQx7lz54zbbrvNqzruv/9+49q1ax6tr6zKj6COtLQ046WXXnIbNJX507BhQ+P06dNZXs68PK7ltJkzZxrVqlXL8vfz/vvve1zXTz/95NVxN+NTp04dY9myZV4tly8d/zdt2mQ0bdrU6+WOjIw0vvzyS6/rsy8nI6hj7dq1HgUkGMaNE9Rx+fJl46mnnjIKFSqUpTYWLFjQ7Qs1o0aNchuE6+pTrlw5Y/ny5V4vW34EdXz66aduXypx98mN84c+ffo43a6RO+i7DQAAAPARaWlpGj58uB5//HGdO3fO6/xr1qxR69attXjxYrfzdu7c2ZK2cOFCj+pxNp+n+desWaPLly+b0jp16uRRXm/YlxkTE6NDhw65zZecnKyVK1c6/FtW11HBggUdjjeaITY2Vvv27fOobEcMw9DXX3+ttm3b2oZp8cThw4fVunVrLV++PMt156Zhw4ZZugz94osvslze4sWLtXfvXlPaQw895Lb7/k2bNqlFixb666+/vK7z8uXLevnll3XXXXfp6tWrXuf3Je+++66GDRumpKSkfGvDpEmT1K1bN8v36ImjR4+qb9++evfdd93OO2TIEId1Z9Xq1astbb7//vvdbnvp6el68sknNWDAAB07dszreuPj43XPPfdozJgxXufNLDY2Vi1btszysWLLli1eHZvsnTt3Tv369dNbb72V5TJuJFevXtU999yjJ554QmfPnvU6/5EjR9S1a1d99dVXLucLCAjQTz/9ZBmi6I033tCff/7pUV2nT59W//79lZaWZkqfPHmyKlWq5FW7JWnOnDm64447lJCQ4HGes2fPqn///po4caLX9UnSe++9p549e2rXrl1e501MTNQTTzyhYcOGKTU1NUv1S9d/Kzp27Khffvkly2Vkx7Zt29SsWTP9+OOPMgzD6/y//fabmjdvnq1zGUmaO3euOnXqpBMnTnic58qVK+rbt6/++OMPr+s7d+6cunXrppdeeknnz5/3Or90/fzd09/FRYsW6ZZbbtH8+fO9ric9PV3ffPON2rVrp9OnT3ud3xv259BXrlzRqlWrPMqb3esER/PlxnVCXjh79qzatGmjOXPmeJXv+++/1+DBg3OnUfkkPT1d999/v15//XXL74UrW7ZsUdu2bXXp0iWv6/SV45q30tPT9eyzz6pfv346cOBAlsvx9Lzrtdde0z333OPVcTfDzp071blzZ/34449e57WX18f/+fPnq23bttqwYYPXec+cOaOHH35Y//nPf5Senu51/syWL1+u6OhoHT16NFvl+JKjR4+qdevW+uCDD3TlypUslZGcnKyUlBSX86xfvz5b19fHjx9Xx44d9cMPP2S5jLzw3//+V4899liWjoO56ccff9Svv/5qSitYsKAeeOCBfGrRvwOD2wAAAAA+4qGHHtK3335rSQ8ODlbXrl3Vtm1blS5dWleuXNHhw4f122+/afv27aZ5L168qO7du2vx4sVq1aqV07oqVKigatWqmW4ULVy40O0F2JUrV7R69WqHfzt27Jj27t2rGjVquCzD/mZtoUKFXLY1qxzdAF64cKEeeughl/lWrVrl9OZDVm9It2zZUoUKFfIoryQVK1ZMTZs2Va1atVS1alUVLVpURYoU0ZUrV3TmzBnt3LlTf/31l+Xmz/r16zVs2DD9/PPPHtXzwAMPOHxQ3KBBA0VHR6t69eoKDw9XgQIFlJiYqHPnzmnPnj3avn27Nm7c6NVN2awoXry47rnnHk2ePNmWNm/ePB07dkzly5f3ujz7gJDAwEANGzbMZZ7du3crOjra4U2Um266Sb1791a1atVUtGhRxcbGav369Zo9e7Zl/l9++UXJycmaPXu2/Pz8vG57fvvrr79MD9QLFiyo9u3bKzo6WqVKlVJgYKCOHz+udevW5doNpx9++MHhMcrPz08tWrRQ9+7dVb58eQUGBurEiRNasGCBlixZYtpODcPQs88+Kz8/Pz3zzDNO62rYsKEaNGigrVu32tJ+/PFHvffee1kaaz3zNpzBUeCIvfvuu08//fSTJb1MmTLq2LGjGjZsqMjISAUHByshIUFbtmzR/PnzLceGV199VSVKlNBjjz3mddvT09N11113mYLiqlSpop49e6pmzZqKjIzU2bNnFRMTo5kzZ3pUZo0aNVS/fn3VqlVLpUuXVmhoqIKCgpSYmKijR49qy5Yt+uuvv0zHYsMw9MILL6hu3brq2bOn18txo7h27Zq6dOmiFStWWP5WtWpVtW/fXvXq1VNERIQCAwN15swZbdiwQb///rvi4+Nt86ampmr48OEqVaqUbrvtNqf1lSlTRlOmTFH37t1tDyYMw9CAAQO0detWlS1b1mne9PR03XfffTp16pQp/cknn9Qdd9zh7aIrJiZGI0eOtAVH+Pn5qWXLlurRo4fKlSsnPz8/HTt2TPPnz9eqVatMD+kMw9DDDz+s4sWLq2/fvh7X+dxzz+ntt9+2pEdERKhz585q3LixoqKiVLhwYZ0/f147d+7UH3/8YQnS+uabbxQeHq733nvP6+WWrp8Drl+/3jZdpkwZ9ejRQ/Xq1VNUVJQuXryoI0eOaPbs2Vkq35WNGzeqffv2lmO3v7+/2rRpo5YtW6py5coKDw/XlStXdPz4cS1btkyLFi0yHV/379+vHj16aNOmTQoLC/O6HVu3btXzzz+va9euSbp+ftixY0e1bdvW9jtz7Ngx/fXXX1q0aJEpb2pqqoYNG6adO3d6XPeFCxfUsmVL7dmzx/K3AgUKqEWLFoqOjlbZsmVVrFgxXb58WfHx8dq6davWrl3rUaBwZnPmzFHfvn1ty5chKChIHTp00C233KLy5csrLCxMly5d0uHDh7V48WLLsWD9+vXq1auXli9fnqXfI0+0aNFCISEhpiDshQsXqkOHDi7zxcTEKCYmxuHf1q5dq0uXLqlIkSIuy7A/h65cubKqVKniYctdq1atmi14JzY21hIcU79+fbdlREREeFRXamqqevfurR07dtjSGjZsqK5du6pKlSoKDw9XQkKC1q1bp19//VUXLlww5Z86dap69eqlfv36eVSft0qVKmVb3kuXLungwYOmv1etWtXtd1WhQgWP63vxxRc1depU23T58uXVs2dP1a1bV5GRkbp06ZJ2796tX375xbIN7d27V88995w+/fRTj+vzleNaVgwcONBpkMTNN9+szp07q2rVqoqMjNS1a9eUkJCgXbt2acOGDdqyZYtXASyvvfaaXn75ZUt6YGCg2rdvr06dOqls2bJKTU3VsWPH9Pvvv2vt2rWmOlJSUjRgwAAFBgbqrrvu8n6BlffH/yVLluj22293GIxZv3593X777apUqZIKFSqkU6dOadmyZfrzzz+VnJxsmnf8+PFKS0vzatvMLDY2Vn369DEFJjRr1kxdunRRxYoVFRoaqlOnTmnXrl2aMWOGpLzfd7119OhRNWvWzGHwYaFChdSmTRu1bdtWJUuWVFhYmBITExUbG6stW7Zo9erVOnnyZJbq9fPzU926dVW3bl3VqlVLJUqUUNGiRRUQEKDExEQdOnRIGzZs0JIlS0y/w9euXdODDz6oOnXqqFGjRlle7tyydOlSjRs3zpIeFhamzp07q0GDBipfvrxCQkKUnJxsu5bauXOn1q1bp9jY2Fxp1/z58x1ey44dOzZXty9IDL8CAACAfxVfHX7lp59+cthF4h133OGy28k5c+Y47KK0UqVKxvnz513W+fDDD5vyREVFGenp6S7z/Pnnn6Y89l3Zfvrpp26XtWXLlqY8nTt3dpsnq2rWrGmq684773Sb5/nnn3e5jDt27HCZ/9KlS5YxoseNG+cyz5IlS4xSpUoZzz33nLFu3TqPhupIT0835s2bZ9x0002W73/GjBlu869YscKSr0qVKsbKlSvd5jUMw0hISDCmTp1qtG3b1njuuec8ypMVGzdutLTzv//9r9flnDp1yvK99OvXz2Weq1evGvXr17fUHxERYfzwww9O8yUkJBiDBw92uE970k2/Lw6/krmr7L59+7ocwzo3unbdv3+/wy5nb775Zpfd3u/atcvhGPYFChQwNmzY4LLOjz/+2JIvK0OAJCUlWYYeadmypdt8H3zwgaX+cuXKGT///LPLYVuuXbtmfPXVV5b1FRQUZGzcuNFtvfbbTObvvnjx4sb333/v9LciPT3dYRf9gwcPNlq0aGFMnDjROHbsmNs2GMb1oSjGjh1rBAUFmdpTokQJIykpyaMybsThVx5//HFL3bVr1zb+/PNPl7/RSUlJxptvvmk5zoWHh3s0vJr9cAuSjNatW7scAsBRF+C33HKLkZKS4rY+R8e5zF1o16xZ01i7dq3T/OvWrTNq1aplKaNEiRJGfHy82/oNwzB+/fVXS/5ixYoZEyZMcHkcS09PN3799VcjKirKkt+TbuDthybIvI8VKlTI+Oijj1yuQ0dty+rwKwkJCQ7HZh8yZIjb7ebAgQNG165dLXn79Onjtl5H+1jm73/gwIHGyZMnneZfunSpwyF63nzzTY+WOz093bj99tst+TOGszt+/LjbMrZu3WqMGjXKCAsLc3t8OHTokGV4l8DAQGPUqFFGXFycy7xbtmwxGjdubGnrU0895dGyZlW3bt1M9TVt2tRtngkTJljWZ+bpuXPnui2jTJkypjwPPvigy/mz2p29o+NXdtgPv5J5e65evbrLIbHi4uIc7ks1a9bMVps8ldO/efbHuKCgINu2EBoaakycONHpeUxKSorx3HPPWdoTEBDg0X5pGPl3XMsJ7777rqVuSUZ0dLSxfv16t/mPHz9ufPjhh0aVKlXcDoGwcuVKh0PhtG7d2ti7d6/TfKtXr7ZcY0sywsLCjMOHD7ttY34f/8+ePevw/kmFChVcDvN57Ngxo2fPng6/n1mzZnlUt6PtOuP/9erVM1avXu00r6Pffl8YLjCzq1evGk2aNLG0KSgoyBg1apSRkJDgMn96erqxevVq4+GHHzaCg4PdHsvbt29vdOnSxZgyZYrb39IM8fHxxsiRIy2/TzfffLOni5mnw6907NjRkufpp582Ll686La+9PR0Y+PGjcaoUaOMiIiIHLtGnzdvnlGwYEGHx0l39xORfQR1AAAA4F/FF4M6EhMTjWLFilnyPvjggx5dFB06dMjhjYnHHnvMZb6ZM2da8mzbts1lnlGjRpnm79evn2m6V69eLvNfvHjRCAwMNOV5++233S5jVj322GOmuooXL+42YMJ+XF37ZXT3UP7333+3rFd3Y61fvnw5y2NnJyQkGA0bNjTV16JFC7f5nnnmGVOeAgUKGPv3789SGy5fvpylfJ6yfyhfunRpr9fXa6+9ZvleXN1gNwzDGDdunCVPRESE2/0kwwsvvGDJX7BgQbc3pX0xqCPjM3LkyHy5WdO5c2dLWxo3buw2eM0wrt8E7dChgyV/3bp1XeY7c+aMJaDgtttu87rtU6ZMsdT91Vdfuczz999/Wx7ON2/e3KPlzbB161ZLMEm3bt3c5rPfZjI+JUuWNHbu3Olx/Zl50257CxYssPxuTJgwwaO8N1pQxx9//GGp94477jCSk5M9LuOvv/6ybDsPP/yw23xpaWlG+/btLfWPHj3a4fyLFi0y/P39TfMWK1bMowc6huH4OJfxqVOnjnHmzBm3ZZw5c8aoU6eOJf8DDzzgNu/p06eNsLAwU76bbrrJ46AjwzCMo0ePGuXKlTOVUbt2bbfHSPsHnhmfkJAQY9myZR7Xn1lWgzruvfdeU76AgABjypQpHtebnp5uDBkyxLIsrgJyDMP178xrr73mUd0rV660PJSpVq2aR3m/+OILh7/P06ZN8yh/ZhcuXDDOnj3rcp4WLVqY6ipcuLDbc5DMkpOTLb+DBQoUcBlgmV3vvfeeqT5/f3+3D+TuvPNOUx77c+gnnnjCZf5du3ZZvpfp06e7zOOrQR0Zn6ZNm7rdPgzj+sPQm2++2ZJ/xYoV2WqXJ3I7qCPjExERYWzdutWjMh588MEsHxvy67iWXX///bfDIIsnnnjCo4D/zFJTU10eH9LT040aNWpY6urRo4dH5xxnz5416tata8l/6623us2b38d/R9tW5cqVPfr9T09PNwYMGGDJ72nAsbPlbtWqlXHhwgWP2p+ZrwV1jB492tKesLAwY/HixV6Xdfr0abf3GLJzfTF58mRLW//880+P8uZVUMeFCxcsx4TBgwd7uIRmSUlJOXINP2fOHMv1sXT9Ra3ceLEDVgR1AAAA4F/F0UOEkJAQo379+tn+VK1a1VK2J0Edn3zyicMbgN7cvFm9erXlxkZISIjLm68JCQmWBzLvvfeey3rsgwd27NhhFCpUyHTR7uoN8tmzZ1uWddOmTR4vp7dmzZplqc/Vm+rnzp0zrZOyZcsay5YtM+Xv2bOnyzqfeuop0/zh4eEu10lO+Pvvvy3L6e7ha58+fSwX4r7qhx9+sCyfJ72RZEhNTTUqVKhgyl+9enWXNzZSUlKM0qVLW+qdPXu2V223f9NVkvH888+7zOOrQR3NmjXL9W3ZEUfbd2hoqMdvbBrG9Zt+pUqV8vrmXd++fU3zBwYGGrGxsV613/4Nq8KFC7t9u6p///6mPKVLl3b7MM0RRwElW7ZscZnHWVDHnDlzvK4/p9gHoXnyxrhh3HhBHfY9WdWrV8+jXi/svf7666ZyChYs6NF2e+rUKaNkyZKmvH5+fsa8efPczid51ktFBmdBHUFBQS7fELa3d+9ey83lggULuu2twz7ornDhwsbBgwc9rjfDypUrLcvg7o1dZw88P/nkE6/rz5CVY/2ePXss54FvvfWW13WnpKRYek1xF+Tr7HfG27fh77rrLksZBw4ccNteRw/gJ06c6FXdnvrrr78sdf30009el3P+/HkjMjLSVI67IIns2Lp1q6XdM2fOdDp/enq6qX1BQUHG7t27Tfnr1Knjss7x48dbjj/u9mVfDurwtKekDI4Cw1966aVstcsTeRXU4c1vxNmzZ029N0jXe5BwJz+Pa9llH4wiyejfv3+u1DVnzhxLXRUqVDAuXbrkcRmHDh0y3QfI2Gf37NnjMl9+Hv/j4+Mt21VAQICxefNmj+u9du2aw4AWTwKOHS13WFiYV9c0mflSUMfZs2ctvQT6+fl5HCiRH+wDDz3p1dUw8i6oY/v27Zb5V61a5eHS5bzZs2c7DOjo2rUrAR15iKAOAAAA/Ku4ejM0Nz6eBHU4ekvGk+5V7Tka7uH99993mce+O2dXb3GfOXPGFDhSsWJFwzCsb9CvWbPGaRn23cp70nNGdpw/f97ydoOrG3u//PKL5ftLSUkxQkJCbGlFihRx+ZCtXr16eXoDMEOjRo28urFk/73dc889edLOrEhOTrZ0c9+hQweP8//222+WfeODDz5wmWfatGmWPD169PC67QcOHLBsg8WLF3e5DflqUEdW3yDPruHDh1va8s4773hdjqM3stz1vDFv3jxLnnfffdfjOo8cOWIJuLv//vtd5omJibH0TPHNN994XGdm6enpliGa3HXH7Sioo3379lmqP6fY39QMDAz0qIegGymow9GQWN68yZ9ZUlKSERoamqVjiKMeOIoXL2574zc1NdVhjx5PP/20V210dj7mbTmGYRhPP/20V/tpYmKiZSiMrAzrlcE+cMvduZ+jB55Vq1bN1huUWTnWDx061JSncuXKWQ7csw++LFiwoMsb/I72MX9/f7cP5Ow5ChZ217PD999/b8nTtWtXr+r1hv320aZNmyyXZd/rWMa5eG5IT083SpQoYarPVa8/mzZtcrgN2v8GnTp1ymkZ9kPiNGjQwG07fTmow93vrb3U1FTLOu/evXu22uWJvAjqyErPmPYB6EWKFHF73Zifx7XsiImJsVwvlChRIku9N3jC0RAzP//8s9fljB071lLOyJEjXebJz+P/m2++acnz6KOPelWvYVwfAsa+HHc9ABqG46COV155xev6M/hSUMerr75qacvw4cPzpS2est+GSpcu7VG+vArqWLVqlWV+d0FTuWXFihUOh1y59dZbHQ69idzjLwAAAAD55tixY9q7d68prUmTJmratKnXZT366KOWtAULFrjM06lTJ9P0ihUrlJKS4nDeRYsWyTAMS97OnTub5lu4cKHT+uz/1r59e/n7595lSVhYmJo0aeKyDa7+1qlTJxUoUEDt2rWzpV26dEnr1q1zmD8+Pl5///23pYy8cNNNN5mm165d63L+4sWLm6bXrVun1NTUHG9XTggKCtKDDz5oSluyZIn27dvnUf4vv/zSNF2oUCENHjzYZR5H+46jfcydqlWrqmvXrqa0s2fPavPmzV6XlZ9uuukmtW3bNl/qtv8ugoKCNHToUK/LueeeexQREWFKW7JkidLS0pzm6dq1q8qUKWNKmzx5ssd1fvfdd6bjpiQNGTLEZZ5Zs2aZ9sWQkBDdc889HteZmZ+fn7p3725KW7ZsmdflZGV95yT741tqaqo2btyYT63JHTNnzjRNV65cWR06dMhSWYUKFVL79u1NaZ5+7x06dNCYMWNMaWfPntU999yj1NRUjR07VkuWLDH9vXnz5nrzzTez1FZ79sd6Tzz00EOWtPnz5zudf+HChTp//rwpLTvbeM+ePU3TWdnHhgwZIj8/vyy3wVuGYejXX381pQ0ePFgBAQFZKq9Hjx6m6eTkZKfnSs506NBBVatW9SrPLbfcYkmzP6+2N3v2bEvas88+61W9nkpISNDixYtNacOGDctyefbb2pEjR3TkyJEsl+eKn5+f5Rjk7Tm05Pl1QlpammXfyatz6Nzi7fEsICBAjRs3NqW5255vFFk5tjdr1sw0fenSJZ04ccLp/L54XPPUvHnzLOejDz/8sIoWLZrjdaWkpFj2tVKlSql3795elzV8+HAFBgaa0tzdf3Akr47/jtr2yCOPeFWvJLVr10516tQxpf3999+KjY31qhw/Pz898MADXtfvi+x/W/38/PTMM8/kU2s8Y399cerUKR09ejSfWmNlf79GklauXJnn7YiPj1e/fv2UnJxsSr/99tv166+/qmDBgnnepn8zgjoAAACAfLRq1SpLWr9+/bJUVtOmTVW5cmVT2po1aywPFDOzv1l6+fJlrVmzxuG89jdhM27S2pfh7EZObGysdu3a5bL+3GBfx8qVK3X16lWH8zq7Ie3pMtoHvjjK66mDBw9q6tSpGj16tPr166cuXbqoefPmatiwoRo0aGD5/PXXX6b87m5I2N8Ii4mJ0YMPPqikpKQstTe3Pfzww6abhoZhWII1HImJidGff/5pSrv77rtVrFgxl/ns982QkBB169bNixb/n7vuustt+b4uOjo6X+o9ffq0Dh06ZErr0KGDJTjDEwULFtTtt99uSrt06ZK2bdvmNE9AQIAGDhxoStu5c6c2bNjgUZ3fffedabpKlSqmIDFH7G+0N2jQQIULF/aoPkfsfxe2bNnidRn2AQLZlZaWppUrV+rTTz/V8OHDdfvtt6t9+/Zq0qSJw+Nb8+bNLWX40k3XnGD/vbds2TJb5WXne3/ppZcsD2JXr16t22+/XW+88YYpPSIiQtOnT1eBAgWy3tj/r2bNmqpRo4bX+apXr255uLJhwwalp6c7nN9+XZctW1YVK1b0ut4M9uv68OHDlqARd3J6H3Nn+/btOnfunCktO9tcRESEwsLCTGneHmvcHRsdiYqKUkhIiCntwoULTuc3DMPh95/VACp3VqxYYTkvzM56tt/WpKwd0z1lfw574MABp0Ek2b1O2LBhg+W7u5GDOqpWraqyZctmKV9mrrbnG0lW9m9HD/ldrQ9fPK55aunSpZY0+/PPnLJ582bLtXCvXr0swRmeKFWqlFq3bm1K27t3r86ePetVOXlx/E9LS9P69etNaTVr1tTNN9/sdd2SdOedd1rSVq9e7VUZ1apVU7ly5bJUvy+5ePGiZd9o0aKFqlWrlqftSE5O1qJFi/TBBx/ogQce0G233aZ27dqpcePGDq8v+vTpYynDl64vbrrpJss17+jRo7VixYo8bcfYsWN1+vRpU1q7du30888/58j5P7zj/ZEaAAAA+Idp166dwxsp3lq6dKnXN+Udva1v37OEN5o0aaKYmBjb9IULF3Tw4EGnF9StW7dWcHCw6cbOwoULHd5YyXyz1s/PTx07dpR0/YFjZGSkzpw5I+l6DxGXL1+23GRx9GZeXgV1jBs3zjZ99epVrVq1ytb+DEePHtX+/ftt0zfffLNKlSrlsJ0LFy7UK6+8YqnLfhnLlSvn1QOq9PR0ffPNN/rqq688fmjsjLsHSvfcc49eeOEFXblyxZY2efJk/f777xo8eLD69Omjpk2b5mpPKt4oV66c7rjjDv3yyy+2tMmTJ2vcuHEqVKiQ03wTJkywPNhz90bW5cuXLb2ANGzYMMtv+jnqeedG66mjUaNG+VLvpk2bLGnZOUY2bdrU0tPG5s2bXS7fAw88oLffftuUNnnyZLc9Ki1fvlwHDx40pQ0ePNjt2/j2AT87d+5UgwYNXOZxJSEhwTR94cIFXbt2zeObcFFRUZbeSrIqNjZWb731ln766SfLzUFvefvQ3JclJiZq+/btprQFCxZk63u3f1s04zfaE/7+/po6daoaNGigkydP2tLte7/w8/PT5MmTVaFChSy3MzP7N9S90ahRI+3cudM2nZiYqH379qlmzZqWee33sXPnzmVrXV+6dMmSdubMGYWHh3uU38/PL1v1Z4WjwMKRI0dm621L+6BQb7Y5yfrGrKfCwsJ0+fJl27Srh3oHDx5UfHy8KS27AVSuOFrPffv2zdFeWbxdz96wD+6Srp/r2vdsk5ycbHp7OHNPee3bt1dAQICtFwJnPXXYpwcFBalNmzbZan9+ys72nNk/IagjODg4Sw+u7deF5Hp9+OJxzVP2L1WUKFEiy9uQOzl9/6Fp06ameymGYWjLli1eXefnxfF/7969lt/r7C63vc2bNzsMFHAmv66vctr69estPc20atUqz+o/cOCA3nrrLc2cOTPbx0xfur7w9/fX/fffr48++siWdvbsWbVt21adO3fWgAED1KNHD0VGRuZaG9LT0/Xzzz+b0sLCwjR9+nR66MgnBHUAAAAA+cjRjaFatWplubzatWs7rMNZUEdwcLBatWqlRYsW2dIWLlyo1157zTRfTEyMKVikfv36tovHjO6ZMy72Mrp0te+y1v5mbaVKlbzuZjUrWrZsqcKFC5tuyi1cuNAS1OGslw5Jqlu3rkqVKmV7SLZ+/XpdvHjR0iVu5vVoX4Y7u3fv1n333Zdjb4C5u6FRqlQpvfHGG3ryySdN6XFxcXrnnXf0zjvvKDw8XC1bttQtt9yi5s2bq2XLlipSpEiOtC8rHnvsMVNQx7lz5zR9+nSnQ6mkpKTo22+/NaU1atTI0p2zvbNnz1rerM3OflmzZk35+/ubgkty8yFMboiKisqXevPqGOlK9erV1bJlS9Pbd9OmTdMHH3zg8mbWpEmTTNP+/v4aNGiQy7pSUlIsDxzPnz+f4zcYExISVLJkSY/m9XQ+dyZOnKhRo0bp4sWLOVLeP+FBV4ZTp05Zgs/i4uIUFxeXY3V4+9ZsiRIlNG3aNHXo0MHpEEVPP/20brvttpxoniRlqZeODI6CN+Li4hymHz9+3DSdlJTksseerDh79qzHb6gWKVIkW73xZIX9OpCkPXv25Ggd3m5zWemBSZIlQO3atWtO53UUTFa3bt0s1esJR+vZPoAru7xdz96oWLGiqlatagpQdBTUsWrVKlOQcEYghySFh4ercePGtjfkT548qV27dll+j+3PwzPO329UObU9++rQiN7IqXUhud6/ffG45in73/vcPC75wrm1vbw4/vvicufX9VVOy+vf1sxeffVVvfHGG5ahQbLK164vXnrpJc2ePdvSc+WCBQu0YMEC+fn5qU6dOmrZsqWaNm2qNm3aZOt82t7ff/9t2a579+6dY9eH8J5vvHIFAAAA/EvZdxEryeM3Ox1xNKSE/Vva9uwDDxx1f2zfVbL9m3uOerKwl52Ah+xw9Kafo66fnXUbnSFz19ypqamW3l0OHDigw4cPm9I8XcYdO3aoXbt2Odqlr6ubWhmeeOIJvfvuu0672z1//rx+//13jRkzRl27dlWxYsXUpk0bffrpp/kSlBAdHW3pYt/VECy//PKL5QG5J+Mm5/R+6e/vbwkAcrdf+prcGNPbE75wjJSkIUOGWNr122+/OZ3/8uXLmjlzpimtY8eObns0yM2Hc5llfvjmTk589++8846GDx+eYwEdkmfHuBtFXnzvzoYdc6Vt27YOe6WSrner/eabb2a3WSaO3srOTl5nwVB5cfzN633MW3mxzXmzDiTHD3BzmqPv3t1wbNnhi+vZW/bnso6GGnR3Du3uOiEpKcnSU8GNPPSKlDfb840ir9bFjbq/JSYmWs5pcvO45Cvn1pnlxTbii8udX9dXOS2vf1szjBgxQmPGjMmxgA7J964vihcvroULF6phw4YO/24Yhnbs2KGJEyfqwQcfVM2aNVW6dGk9/PDDluHmsiJzj30ZsjpkEXIGQR0AAABAPkpMTDRN+/n5ZeutNPshTxzVYc/+pmlaWpqWLFliSnPVi4VkvXlrP/+ePXssb0/l5c1a+7q2bNliuvlgGIYWL15smy5QoIBlCBp3N6QdBbLY9wbiyLVr13TXXXdZgg+k692Wjh07VnPnztW2bdsUFxenxMREpaamyjAM08ddDwDOPPPMM9qxY4fuu+8+BQcHu5w3NTVVK1eu1MiRI1WxYkWNGjXK1OVtXhgxYoRpet26dU6DYb744gvTdFhYmO699163dTjaZxztW96wz+9uv/Q1WRlnOyfk9HeRlWOkJN19992WY7N9TxyZzZgxw9LFs31giCOObjjnt+x+9ytXrtTo0aMt6SEhIerfv78+//xzLV26VAcOHNC5c+eUlJSk9PR0yzHun8wXv/cMf//9t8P0evXq5fhxIS/27aSkpBy9+Z8T8uP46svbXG5yFFiWmz2Q/RPWs/35b3x8vKVnG3fXCe7OoZcvX66UlBSXeQB3btT9La+PS75ybp3XfHG58+v6Kqfl9TYsSVOmTNHnn39uSY+IiNDQoUP17bffasWKFTp8+LDOnTunK1euWK4tMvdE68sqV66s9evXa8KECR71whEbG6sJEyYoOjpaTZs2tdzb84ajgJ2s9qyDnEFQBwAAAJCPQkNDTdOGYVjG7vWGowfs9nXYa9SokeVNisw3Ww3DMF0IFixY0NLzhf1QKn///bepG077XjoyhmzJK/bBFenp6aYgDvv2Nm/e3HKjxj5wxb63D/tlrFOnjkqVKuW2bRMnTtTu3btNaVWrVtWGDRu0cuVKjRkzRj179lS9evVUokQJFSlSxNaldWbZeXOsRo0amjJlimJjYzV16lQNGzZMNWvWdDnme1JSkt577z01atRIR44cyXLd3rr//vstb2TbB29I0s6dO7VixQpT2sCBAz26eedon8lu8Ip9fnf7Ja7L6e8iK8fIjHn69etnSvvrr7904sQJh/PbB3yEh4erd+/ebuspVKiQJe2JJ56w3ITM7qdSpUpu25JT7Id4kqTBgwfr+PHjmjp1qh555BG1a9dOVatWVXh4uAoVKmQ59mSll4kbiaPv/aOPPsrx791bX3zxhaZPn+7wbxMmTLD0RpNdebFvBwcHy9/ffDu0V69eOb6uo6Ojs7wsecHRNnfu3LkcXQeTJ0/O+wVzw9Fb0fYBeDnJfj2Hh4fn+LY2duzYXGu/dL2nOvt9JvN1wvnz57Vp0ybbdPny5VW9enXT/K1atTIFRi5dutQ0rIj9OXRYWJiaNGmSI+3Hv8eNelzL6+OSr5xb57V/63Lnhbzehq9du6Znn33Wkv7cc8/p+PHj+vrrrzVkyBC1bt1aFStWVHh4uMOXV3K7p6ucFBgYqIceekh79uzRxo0b9frrr6tLly5ue3vZuHGjOnbsqHHjxmWpXkc9l9ATVf4iqAMAAADIR466pXTWXbgnHOV1F0nv7++v9u3bm9Iy36zdsmWLaaiNVq1aObxp5uotPPs38jICFPJKgwYNFBkZaUpz1T77AA5JKleunOnNiD179tge6Kanp1vegPD0DcNp06aZpkNDQ7Vw4UKvb2bnRHfyYWFh6t+/v7766ivt3r1bZ8+e1dy5czV69Gin4+Lu27dPPXv2tLxhmVtCQkIsvZL8+OOPljeEHAV6PPzwwx7VkdP7ZXp6uqV9efWGi691IestXzhGZrDvaSM9PV0//PCDZb5Dhw5ZAoruvfdetz3hSLIcpyTdMG+ROXLgwAFt3LjRlHbbbbdp0qRJXnV5nVfD0uQXX/zet2zZ4jAgJ7OhQ4fq4MGDOVZndsYxd5TX0Tbm7+9vSc/vdZ0fHG1z9kPI/RMVL17ckpabb/fbr+fz589n6zcsP0RERKhBgwamtMznzYsXL1Z6erpt2tE5tP1QiImJiVq3bp3D8qTrw+05CmAGXLlRj2uhoaEKCgoypeXmccmXzq3z0r91ufNCXv+2Llu2TKdOnTKljRw5Um+++abD+1TO3GjDoWZo3LixXnzxRf355586d+6ctm/frs8++0z9+vVzGORhGIZeeuklTZ06NR9ai5xGUAcAAACQjxwFNtj32uCNXbt2WdIc3eCyZx+AsHfvXh07dkyS+y6VnaVn5EtLS9PSpUs9KiO3OOoZxFVQh7fLuGXLFstDR0+W8dKlS5YxxO+///4svUV/6NAhr/O4U6xYMfXs2VNvvfWWtm/frr179+qRRx6x3GjfuXOnvvnmmxyv35kRI0aY3uS/fPmy6eH65cuXNWXKFFOetm3bqk6dOh6VHxkZaekpIDv75d69e00PPDLqcMbR2y9ZDc640R+G+8oxUpLatWunKlWqmNIcvbE5efJkS68Ingy9Il2/sW9/M3L79u0e5fVF9j0aSdLLL7/sdTm5cXzzJSVLlrSk5ef3fvHiRd11112WYUq6dOni0XxZtW/fvizn3bt3ryUtKirK4bz263vfvn0+NyRLbvO1bS6vOOpBLTeX+5+ynu3PaVesWGHbZ7J7Dn3mzBnLcC4MvYKsuJH3N/u2Oxv6LCf40rl1Xvq3LndeyOvfVvvrC39/f7344otel/NPuL7w9/dX3bp19eijj2rGjBmKi4vTjz/+aOkxS5JGjx5t6iULNyaCOgAAAIB81KhRI0ua/VvN3tiwYYNpOjw83DQsijOObp5m3Gz19GatfffMGfk2btxoeZMlP27W2td58OBBHT58WNeuXdPy5ctt6UWLFlWzZs08KiPjhoL9OgoMDFS7du3ctunkyZOWh/32Q9t4Ii4uLk9uSlSvXl2ff/65vv/+e8vffvnll1yvP3M77L+LzD1z/Pjjj5a3th955BGPyy9cuLBlvNqtW7cqLS0tC6217pfS9TdsnHH0ho2jsYrduXbtmo4ePep1Pl+S28dIyfV3kZmfn58GDx5sStu7d68pMMswDMv+UadOHTVt2tTjNtoff2JiYhw+sL4RZAQHZggODs5Sl/r2wW//NFFRUZZgvlWrVuXbmPTDhg3TgQMHTGlDhgzRH3/8oe7du5vSN2/erKeffjpH6s08hEN284aGhjq8oS1Z97ErV65Ygk//6Ryd58yfPz8fWpK3qlSpYnl4unr16lyr75+ynu3PuZKSkmzrLfM5sJ+fn2XIQ2dlZJxDL1q0yBIISVAHsuJG3t9atGhhmo6Pj89WoKMruX1u7efn57CO/Fa9enUVKVLElJZf1xT/NE2bNlVgYKApbdWqVblWn/31RfXq1R0GdbnzT7y+KFiwoO69915t2rRJDRs2NP3txIkTWrt2rVflNWvWTB9++KHpw/Bo+YugDgAAACAftWrVypKW1THqN23aZOlCvHnz5pYeBxy56aabVLFiRVPawoULlZycrJUrV9rSihUr5vRmRUREhOnC8fjx49qzZ48l4CEoKEht27Z126ac5qg76AULFmjNmjWmMXHbt2/vtMtn+79ljAFuv4y33HKLR2PqZh7WJkNWum2dPn2613myo3///pauuPP6TbjHHnvMNL1z507bkBdffvml6W9RUVHq06ePV+W3bNnSNH3p0iX98ccfWWipNGPGDLflZ1akSBHLNpiVoJ3169ffUGMFO1KyZElL7xhLlizJUne5KSkpmj17timtSJEiqlevnsdlDBo0yBS8JkmTJk2y/X/x4sU6cuSI6e8PPPCAV+10dKyy73nmRmF/jMtqt9Q///xzTjTHp9k/xExJScmX5f7ss88sx6w6dero008/lZ+fn77//nuVK1fOkier5y6Z7d69O0sBTPv27dPOnTtNaU2bNrXsqxn+SftYVrVs2VIhISGmtHnz5uVqd+m+wj7o9uTJk7bzuZzmaFubPn36DfembJs2bSxDiC1cuFBHjx7V/v37bWn16tVz2kNO/fr1TW/Kr1u3TomJiZZz6LJly6pmzZo52HrH7B9ASspy8O6N7p+yLm7k41p0dLQlzdEQfzmhUaNGlv151qxZWfrOT58+bRlysEaNGj45DElAQIAl8GfPnj2W8wdPeXt9lxt8Zd8NDQ21BPKsXbvW9PuQk3Li+uLatWuaNWtWDrXI9xQpUkRjxoyxpHt7z6Z27dp64oknTJ+8+I2GcwR1AAAAAPmoXLlyqlWrlilt48aNWXpb9fPPP7ek2XeV7or9m3WLFi3SqlWrTA+F7XvjsOeoa2X7G+UtWrRQ4cKFPW5XTqlUqZLl4fDChQs97olEksLCwkxvJsTGxmrjxo2WN1E8fcPQ/saj5DjQw5Vr167pk08+8SpPTrC/mLfvGSO33XrrrZY327/88kutX79emzdvNqUPHTrUMla1O127drWk2QeLeCImJsYSDBIZGenyDTY/Pz/LG+br16/3uu6JEyd6nccX2X8XycnJpkAKT02fPt0yHE2HDh2cBnE5UqFCBcuxcvr06bbjpP1wLIGBgRowYIBX7bz99tstaePHj78hx322P8adO3fO0juRO8uWLctWDw43ijvuuMOSNm7cOKWkpORZGzZt2mTpdSMkJEQzZsyw/W5HRkbqp59+sjxIGDp0qA4ePJjtNnz99dde5/nqq68safY9imTWtWtXywOtadOm3bA94mRFUFCQunXrZkpLTEzU+++/n08tyju9e/e2pL377ru5UlfZsmUtwdAxMTEOh+7yZcHBwZaHld6eQ9sPhZiamqply5ZZrhPyqpcOR8HXly5dypO6fc0/ZV3cyMe1W2+91fK7OmHChCz11OdOgQIF1L59e1NabGxslh5wT5w40RKk5s39h7yWU9d3K1as0I4dO0xp9erVy1JvEdnhS/uu/W+rYRh67733cqUu++sLb++fSNd79jx16lRONcknOQq+yOt7Nsh5BHUAAAAA+WzEiBGWtMcee8zSFbEr69evt9wgDgkJ0ZAhQzwuw/4m6unTp/Xhhx+6nMee/RuJs2fPtnRrnZ9dKtvXvXjxYsuYrN4u4yuvvGLpDcHTZSxdurQl7a+//vIob+b6c+stGFfsb4I4Gqc4N/n7+1uGVJk5c6Zee+01y3wPPfSQ1+X37t1bZcqUMaXNnTtXv//+u1fljBw50nKzc/jw4SpQoIDLfPYPgTZu3OhVN8ybNm3StGnTPG+oD3N0jHzttde8uhF38eJFjR492pI+cuRIr9tjf1y9ePGifv31V9u/mfXs2dPpW8vO1K1b1xLYcfHiRQ0cONDrgIj8Zn+Mu3LliuWNTleSkpKytP/eiHr27GnpASkmJkb/+c9/8qT+Cxcu6K677lJycrIp/YsvvrAEn7Zq1cpyrL148aLuvvtuS35vffLJJ5ahX1w5cOCAJbCxYMGClqGSMouMjLRsV2lpaerfv/8N37uRNxyNP//OO++Yemj7J7rzzjstQb5//vmnw+CgnOBoPT/zzDO5NrRCbrE/t920aZOlhx5vz6EnTpxo6WUwr64TihUrZknLi6EMfdE/aV3cqMe18uXLq3///qa0+Ph4r4aP9Iajc+tnnnlGSUlJHpdx5MgRvfXWW6Y0Pz8/h2X7igceeMAS1Pnll1961XtBamqqw+uHrFxTZJcv7buPPPKIZQjRr776yut7G56wv77Yt2+fDh8+7HH+06dP65lnnsnhVvkeR9fKeX3PBjmPoA4AAAAgnw0ePNjSZeTatWstw0s4c+TIEfXr18/ysG/o0KEKDw/3uB0dO3a0DNUyd+5c07SjbqQza926tQoVKmSbXrBggeUBj7OxtvOCfd1nzpwxjStarlw5t91J2t9stl9HRYoU0S233OJRe6Kioiw9MkydOlXbtm3zKP+kSZP05ptvejSvvaefflq7du3KUt7NmzdbHszWr18/S2Vlx9ChQ0035lJSUizfR7du3Sw9eniiQIECDvfBQYMGebzeXn75Zc2bN8+UFhwcrEcffdRtXkdvmXt68+no0aO66667dO3aNY/m93V16tSxvPV34cIF9e7dW4mJiW7zJycnq1+/fpYbW/Xq1cvSw6PevXtbjq2TJk3S9OnTLTfDvR16JcOrr75q6UHk999/15AhQ3T16tUslblz507df//9edoNeZs2bSxpL774okfb5tWrV3XnnXfecA8+s8rPz88SKCFdf9jw/PPPZzmgZ82aNZYHRY4MHTrU8iDggQce0MCBAx3OP3r0aMtxylFPH95KTk5Wnz59PNpOz507pz59+ljOM/r376/IyEiXeZ9//nnLm56bN29W7969s7yPHDlyRCNHjrS8veurGjZsqL59+5rSrl27pt69e2v58uVZKjM5OVkTJ060BAX7koCAAIcPfkeOHJml4ewuXrzosiel3r17W8afv3Dhgrp3757lbv8TExP17rvv5umwQfbn0GlpaZo/f75t2pPhFe2vI+bMmeO2ntxSt25dS5q3gbv/FOXLl1dYWJgp7UZdFzfyce3555+3BH3/+OOPeuqpp7x62UO6vn8eO3bM6d979OhhueY9fPiw+vfv79HwUOfOndMdd9xhOe+97bbbLNe2viQyMlL333+/KS01NVV9+/b1KFjcMAwNGzbMcq0eFRXldc98OcGX9t2wsDBLILJhGLr77ru1dOlSr8uLi4tzGmTk6PrCUfC+IwkJCbr11luz1LtHXps9e7YmTZqU5YDp8ePHW9K8vWczduxY+fn5mT5jx47NUnuQQwwAAADgXyQmJsaQZPq0a9cuR8pesmSJpexBgwZ5lHf69OmWvJKMfv36GbGxsU7zzZs3zyhXrpwlX6VKlYzz5897vQx169Z12I6MMj3RqVMnp2UULVrUSE1N9bpdOeXMmTOGn5+f0/YNHjzYbRnJyclGSEiI0zJ69OjhVZteeuklSxmlSpUylixZ4jTPuXPnjMcff9y0LEWLFjWVUbFiRZf1hoWFGZKMTp06GRMnTjROnz7tUXvnzJljREVFWdr8448/erHUOWfIkCFOvwtJxpw5c7JcdnJystGgQQNLmSVKlDCmTZvmNN+5c+eMoUOHOmzPxx9/7FHdV65cMSIiIiz5hw0bZly+fNlpvl9++cUoXbq0bf7g4GCvj3eOjmWutse8cODAASM0NNTSrgYNGhibNm1ymm/37t1Gy5YtLfkKFChgbNiwIcvteeSRR0zl+fv7GzVq1DClRUVFGdeuXctyHe+//77Dbah+/frG7NmzjfT0dLdlJCQkGN98843RuXNn2/EiPj7eZZ527drl2G9kamqqUbFiRcsy3HrrrS7bsX79eqNJkyZOj2+SjDFjxritP6vbcn7uAyNHjnT4vbdt29ZYtmyZR2WcPHnSGD9+vNGiRQtDkhESEuJy/o8//thS380332wkJSW5zBcfH+/wHGTGjBlu2+jofCzz8ap27drGunXrnOZfv369UadOHYfH57i4OLf1G4ZhzJw50+E5QeXKlY0ffvjBo/330qVLxk8//WT07t3bCAwMNCS5PbYMGjTIq99rT2R1vz1z5oxRuXJlyzoIDAw0nnnmGePUqVMelbN27VrjqaeeMkqVKmVIMkaMGOFy/pzcx+yPMZ6ee/ft29fSBj8/P+Ohhx4yjh8/7jb/jh07jNGjRxthYWFu275//36Hv+khISHG66+/7tE5e1pamrF48WJj+PDhRnh4uCHJePfddz1a1pyQlpZmFCtWzOn5VnR0tEflVKtWzWkZtWvX9rpdkyZNspQTExPjNl9KSorltyUkJMSYNGmS22OfI1ndDu2NGTPGsjx5oVu3bpZ6n3vuOY+vDzLLqWNcVo8T+XVcywmOfo8lGe3bt/fovPXkyZPGxx9/bFStWtXtedKqVauMgIAAh3Xt37/fab61a9catWvXtuQLDw83jhw54raN+X38P3v2rMNzl8qVKxsLFixwmu/48ePGbbfd5vD7mTVrlkfttc/nybmsOzm572ZXcnKy0bx5c0t7goKCjNGjRxsJCQluy1i3bp3xyCOPGIUKFXJ6LE9ISHB4XTh06FDj0qVLTsv+888/jZtuusk2v6Pri0mTJrltY1Z/d7zN9+GHHxrS9WvKJ5980lixYoWRlpbmtp74+Hjj/vvvt9RVvXp1t3ntOfpNyontFllnHqgLAAAAQL6466679Oeff+rbb781pc+cOVPz5s1T9+7d1aZNG5UqVUpXr15VTEyMZs+era1bt1rKKlCggKZMmWJ5a8MTnTp10t9//+30b56WYT/Gdobo6GjL2+d5qXjx4mrQoIG2bNni8O+eLGNQUJDatGmjP/74I8tlZPbkk0/q008/1fnz521psbGxat++vdq2bauuXbuqUqVK8vf3V2xsrFavXq358+ebxsvt2LGjypYtq++//96ruqX/GxP94YcfVp06ddSwYUPVrl1bxYsXV3h4uNLS0pSQkKDdu3drwYIF2rNnj6WMNm3a6O677/a67pzw2GOPadKkSQ7/VrFiRfXo0SPLZQcFBenHH39Us2bNTOs7Pj5e9957r1555RX16tVL1apVU2hoqE6fPq1169Zp9uzZDnuQ6Nmzp8dd8wYHB+vll1/WE088YUr/+uuvNW/ePPXr108NGjRQaGiozp07pz179uj333/X3r17bfPec889OnXqlJYtW5a1FeBDqlatqs8++8zydt3WrVvVtGlTtWrVSt26dVP58uUVEBCgEydOaOHChVq8eLHDNw7feOMNy5vT3hgyZIi++OIL23R6erpp3UvSwIEDLeOje+Opp57Srl279M0335jSt23bpttvv10VKlRQ+/bt1aBBAxUvXlzBwcG6cOGCbXvYtGmTdu7c6dEbl7klICBAY8aMsfRYMnfuXFWqVEl9+/ZV8+bNFRkZqUuXLuno0aOaP3++1q9fb3or9dNPP7V89/9UH374ofbt26c///zTlL58+XK1a9dONWrUUHR0tOrUqaOIiAgVKFBA58+fV0JCgnbu3KlNmzZp7969HvfssXHjRo0aNcqUFhISohkzZph63nIkMjJS06ZNU/v27U3b2dChQ9WwYUNVrVrVw6W+7tlnn9UHH3ygS5cuadeuXWrevLlat26t7t27q3z58pKkY8eO6Y8//tCKFSssby77+fnpiy++8Lhr6b59++rVV1/Vf//7X1N6TEyMBg4cqGeeeUbR0dFq0qSJSpQooZCQEF28eFHnz5/XgQMHtHHjRm3fvj3bQ87kp+LFi2v27Nlq3bq1aZz11NRUvffeexo/frxatGihtm3bqly5cipWrJiSk5N1/vx5nTp1Slu2bNHGjRsVHx+fj0uRNd9++612795t6n3LMAxNnDhRkyZNUsuWLdW+fXuVKVNGxYoV0+XLl3XmzBlt375da9eu9aoXoWrVqunnn39Wjx49lJKSYku/fPmyXnrpJb355ptq3bq1WrVqpdKlSys8PFxJSUk6f/68jh07ps2bN2vz5s2mc8W85u/vr+joaP3vf/9z+HdvrhOcDbGUl0M0FihQQAMGDNDnn39uS7t8+bKGDBmiYcOGqXz58goNDZW/v7mj81dffdUyRNo/wQMPPGC5tnnrrbf01ltvqXTp0oqIiLCc09x+++169dVX87KZHrmRj2uPP/64NmzYYOmFZ8mSJWratKnq1aunzp07q0qVKoqMjNS1a9d07tw57d69Wxs3btTGjRs9/v1v2bKlxowZo5dfftlSV+3atdWxY0d16NBBZcuWtfX88fvvv2v16tUOf38nTJigChUqZG8F5IGIiAh9//336tKli+ncJSYmRp07d1ajRo102223qVKlSgoODtapU6e0fPly/fHHHw57yxsxYoTuuOOOvFwEE1/ad4OCgjRjxgw1a9bM1PNJSkqK3n77bY0fP17t2rWz3dcqWrSoEhMTdfr0aW3dulWrV6922cNMhmLFiunJJ5+0LMM333yjWbNm6c4771SjRo1UrFgxnT9/XocOHdLcuXNN97kCAgL08ccfezVccX6Ji4vThx9+qA8//FDFixdXo0aN1KBBA1WoUEHh4eEqVKiQkpKSdOTIEW3YsEELFiywDCfo5+enTz/9NJ+WADkqf2NKAAAAgLzlqz11GMb1N5offPBBp2+vefIpWrSosXDhwiwvw7x585yWPX36dI/K2Lhxo9Myxo8fn+W25ZRRo0Y5bZ+rXlEye++995yWsX37dq/bNG/ePIdvSnnyufnmm42EhASv34rL6Kkju5+bb77ZOHHihNfLnJMcvREkyRg3blyOlL9hwwaHvZN48+nTp49x5coVr+pNS0tz2fONq0/btm2NpKSkLL297Ys9dWT45ptvbG/DZ+Xj5+dnvPXWWznSlptvvtllXTt27Mh2Henp6cbrr79u+Pv758j+KuVtTx0Z7r333iy398UXXzQMI2tvN96IPXUYxvU3yB977LEc+86d9dRx7tw5h28z//DDD161980337SU0bhxY+Pq1atO8zg6H5s0aZLx22+/Zen30M/Pz5gwYYJX7c7wzTffWHo1ys7nRuqpI8O+ffvcHtO8+dwIPXUYxvW3fTt27Jjt5fW07evWrTPKly+fY+s5L3vqMAzD+Oyzz5y2xVXPOpnNnDnTaRmzZ8/2uk1ZfWPaMAzj1KlTtl4YPP04e4v7Ru+pIy0tzet9wdky5ndPHRny+riWU9LS0oxnnnkm2+319G36V155JVv1FChQwJgyZYrHy+crx//ff//dZe+bnnxGjhzpUc8JGbL6HbmSk/tuTjl69KhRv379bG/Dro7lKSkplnMfTz8Z54zOzkXdyeueOrL78fPzMz788EO37XOEnjp8jznUFAAAAEC+CQgI0MSJE/Xxxx+rWLFiXudv3ry5Vq5cma2xqNu1a2cZy1e6HtnfoUMHj8po2LChihcv7vBvefkGnjPO2lC3bl2VLFkyW2WULFnS4Rjd7vTo0UMzZsxQ0aJFvcp36623asWKFVnaXkqVKuV1nsz8/Pw0aNAgrVy5UmXKlMlWWdn12GOPWdIKFCigoUOH5kj5TZo00Zo1a7K0/YaEhOiVV17RjBkzFBwc7FVef39/zZ49W7feeqtX+e677z79+eefbt+yvxE98MADmj9/fpbG6y5fvrxmzpzp8ZjL7rh6s6tZs2aqU6dOtuvw8/PTiy++qIULF2arZxFJKlq0qIYNG6YiRYpku13emjRpkoYNG+ZVnuDgYI0fP16vv/56LrXKdxUoUECffPKJZsyYke2x6aOiovToo486/NsDDzygmJgYU9rQoUO9Hhd+9OjR6t69uylt06ZNevrpp71rrK6/PTpr1iyFh4d7nCciIkJTp07VQw895HV90vX1sGbNGo/Pc5wJDg7WPffcc0O8qWzvpptu0rp16/TUU08pJCQkW2U1adIkW71k5aVixYrpjz/+0NixYxUaGpqlMoKDgz0+f2vWrJk2b96sIUOGODzf9pSfn5+io6PVpk2bLJeRFc7Og8LDw9W4cWOPyujQoYOl9wtJCgwMVHR0dHaa57VSpUpp8eLFHrf9n8zf318zZ85U//7987spOeZGPa75+/vr3Xff1U8//aRKlSplqQw/Pz+Pe616+eWXNW3atCxdz9WuXVsLFizQfffd53Xe/Na9e3ctX748S+fXxYsX1xdffKHx48c7PJ7lJV/cd8uXL69Vq1Zp5MiRKliwYJbKKFq0qMtr5wIFCui3337z+jo5PDxcP//8c5bPGfNS8eLFs9Xro3S959LffvvN0vsnblwEdQAAAAA+5vHHH9fBgwf10ksvqWbNmi7nDQ4OVufOnfXLL79ozZo1WQooyCwkJETNmze3pDdo0ECRkZEeleHv7+/wwUiZMmVUq1atbLUvJ7Rp08bhzQVvHtjXq1dPUVFRlvTsBNT07t1b27dv1/Dhw10+jM/o/vq3337TnDlzvHrwlVnG8AyvvfaaOnfu7PEDiYwHhJs3b9bkyZOzNMxPTnN0M65Pnz4eB+l4okqVKlqwYIH++usv3XbbbW5vDlepUkVPPvmkDhw4oJdffjnLN/wKFSqkOXPmaPr06apXr57T+fz8/NS6dWv9/vvvmjJlitcBJDeSTp06aefOnZowYYJatWrlckgnPz8/NW7cWO+//7727dunPn365Fg7BgwY4PShXE535du+fXtt2LBBf/zxh+68806Pb9RXrlxZw4YN04wZMxQbG6uvvvoqX7aNggUL6quvvtK8efPUqlUrl/OGhYVp+PDh2rlzp8fDFf1T9evXT7t379b06dN16623eny8rVWrlkaOHKl58+bpxIkTeueddyzzfPTRR5ZhFOrWratPPvnE63b6+fnp+++/V7ly5Uzpn332mWbOnOl1ebfeeqt27dqlESN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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q3_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "87f09060", + "metadata": {}, + "source": [ + "#### \"Which of the following topics introduced in these cohort calls were useful for your open science journey?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "5202147d", + "metadata": {}, + "outputs": [], + "source": [ + "participant_q4 = {}\n", + "other_answer = []\n", + "col = \"Which of the following topics introduced in these cohort calls were useful for your open science journey?\"\n", + "answers = [\n", + " \"OLS Introduction\",\n", + " \"Open Science Introduction\",\n", + " \"Open Source Software\",\n", + " \"Open Data\",\n", + " \"Open Access Publication\",\n", + " \"Open Science Infrastructures\",\n", + " \"Open Educational Resources\",\n", + " \"Open Engagement of Social Actors\",\n", + " \"Open Hardware\",\n", + " \"Open Evaluation\",\n", + " \"Openness to Diversity of Knowledge\",\n", + " \"Project Roadmapping\",\n", + " \"Open Canvas\",\n", + " \"Code of Conduct\",\n", + " \"GitHub Introduction\",\n", + " \"Open Licensing\",\n", + " \"README\",\n", + " \"Package Management\",\n", + " \"Setting up a project\",\n", + " \"Project Design for Collaboration\",\n", + " \"Good Coding Practices\",\n", + " \"Code Review\",\n", + " \"Agile & Iteractive Project Management\",\n", + " \"Community Design for Inclusivity\",\n", + " \"Community Interactions\",\n", + " \"Mountain of Engagement\",\n", + " \"Equity Diversity & Inclusion (EDI)\",\n", + " \"Ally Skills for Open Leaders\",\n", + " \"Personal Ecology\",\n", + " \"Personas & Pathways\",\n", + " \"Open Leadership in Practice\",\n", + " \"Open office/co-working hours and social calls\",\n", + " \"Graduation rehearsals\",\n", + " \"Graduations\",\n", + " \"Other\"]\n", + "for c in participant_df:\n", + " participant_q4[c], oa = get_mcq_possible_answers_counts(col, participant_df[c], answers)\n", + " other_answer += oa\n", + "participant_q4_df = pd.DataFrame.from_dict(participant_q4)\n", + "participant_q4_df = 100 * participant_q4_df / participant_q4_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "7f07139b", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "efb55a87", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Breakout rooms were really nice exploit to get to know other participants and share experience. ',\n", + " \"The ones I haven't ticked are mainly because I haven't caught up with them yet. Generally - all useful (in varying amounts). The less useful ones were only less useful because I knew a moderate amount about them already. Several\",\n", + " 'that I thought I knew a fair amount about',\n", + " \"turns out I didn't / there was still a lot for me to learn!\",\n", + " 'Breakout rooms was so useful too.',\n", + " 'As I read this list I am reminded on all I learnt and all I hope to read further into!',\n", + " \"They were all useful! The ones I've ticked were just the particularly relevant ones at this stage.\",\n", + " 'Actually all were useful',\n", + " 'those ones were just my favourite ones :)',\n", + " 'I still need to watch some of the recordings',\n", + " \"Can't accurately answer as haven't worked through all of the sessions\",\n", + " 'Social entreprise',\n", + " 'hardware ',\n", + " 'I have not been able to take advantage of the co-working due to a lack of time',\n", + " 'but I would have liked to do it.']" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "ee04bf68", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_q4_df[::-1], cmap='Greens', linewidths=0.5, yticklabels=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal', fontsize=6)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "9605ec1a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q4_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "42252ab6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q4_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "e0abb4b7", + "metadata": {}, + "source": [ + "Group by topics" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "8edf6e14", + "metadata": {}, + "outputs": [], + "source": [ + "tag_topic_mapping = (pd.read_csv(\"https://docs.google.com/spreadsheets/d/1sDJLG8RuoShWUQN78lvx_mghBbGfusdzlb1WwYrCbjk/export?format=csv&gid=0\")\n", + " .replace(\"Equity, Diversity and \", \"Equity Diversity & \", regex=True)\n", + " .set_index(\"Tag\")\n", + " .drop(columns=[\"Description\", \"Comments from Malvika\", \"Call in OLS-8\", \"Type\", \"Week\", \"Comments\"]))\n", + "extra_mapping = (pd.DataFrame({\n", + " 'Tag':['Graduation rehearsals', 'Graduations', 'Open office/co-working hours and social calls', 'Other'],\n", + " 'Topic':['Graduations','Graduations','Open office/co-working hours and social calls', 'Other']})\n", + " .set_index(\"Tag\"))\n", + "tag_topic_mapping = pd.concat([tag_topic_mapping, extra_mapping])" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "875cce74", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "participant_q4_by_topic_df = (participant_q4_df.join(tag_topic_mapping)\n", + " .groupby(by=\"Topic\")\n", + " .sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "2dec6aac-5e9c-447e-a1de-a7956f35b000", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_q4_by_topic_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "b5252194", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q4_by_topic_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "plt.ylabel('')\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "34864ab9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q4_by_topic_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.ylabel('')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "c768fba7", + "metadata": {}, + "source": [ + "#### \"Would you be interested in joining as a mentor, call facilitator, or expert in the next cohort?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "5ef271eb", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "participant_q5 = {}\n", + "other_answer = []\n", + "col = \"Would you be interested in joining as a mentor, call facilitator, or expert in the next cohort?\"\n", + "answers = [\n", + " \"Yes I'd like to return as a mentor\",\n", + " \"Yes I'd like to return as an expert\",\n", + " \"Yes I'd like to return as a call facilitator\",\n", + " \"Yes I'd like to return as a collaborator to run this program in my network\",\n", + " \"I am not sure yet but ask me later\",\n", + " \"I would take a break but please keep me informed about the next cohort\",\n", + " \"No I would not be able to return\",\n", + " \"Other\"]\n", + "for c in participant_df:\n", + " participant_q5[c], oa = get_mcq_possible_answers_counts(col, participant_df[c], answers)\n", + " other_answer += oa\n", + "participant_q5_df = pd.DataFrame.from_dict(participant_q5)\n", + "participant_q5_df = 100 * participant_q5_df / participant_q5_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "53d1af30", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "c7853e63", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['',\n", + " 'I would like to receive mentoring training and I will be good to help a mentor in some of the mentoring work in either OLS-2 or subsequent cohorts.',\n", + " \"I don't feel qualified yet\",\n", + " 'and I feel I would do a disservice to the mentee',\n", + " 'definitely',\n", + " \"tho depending on the role. I'd love to be a mentor but not sure my experience will be as useful to academics \",\n", + " \"I'm not sure I have the skills as a mentor/expert?\",\n", + " 'Well',\n", + " 'as a mentor or expert',\n", + " \"but right now I'm crazy busy and need to focus on some work projects. I'm happy to do coordinate a coworking call for OLS-3 (or something similar which is low threshold) and I can be in the loop for OLS-4 or later for a mentor/expert role (I'm happily assuming it continues forever) \",\n", + " 'I would like to return to OLS',\n", + " 'as I need to prioritize some other aspects of my life/work this year. ',\n", + " 'but probably not until next year at least',\n", + " 'as I indicated)',\n", + " \"I'd love to be involved in the future (e.g.\",\n", + " 'I am open to discussing further engagement but do not want to take on more than I am equipped to deliver.',\n", + " 'I would love to but I dont think I have suffiecent expertise yet. ',\n", + " 'I can find opportunity for improvements. Then I love to join as a mentor.',\n", + " 'Not yet actually. I attended this project as a helper. My contribution was not much. I surely need to improve myself. Maybe after an individual attendence to a project for OLS-3',\n", + " 'I would like to return as a mentor or expert but not in the next year since I promised myself to not commit to more projects. Please keep in touch though!',\n", + " 'I am not sure yet but ask me later when you have launched OLS-4',\n", + " 'I may join as a mentee cause ı need to learn more',\n", + " 'still ! :)',\n", + " 'Please contact me for OLS-5 :)',\n", + " 'Maybe OLS-5. I will need to re-assimilate all I was taught in cohort',\n", + " 'for OLS-4 or later (whatever can fit your )',\n", + " \"Not sure whether I'm totally prepared for it\",\n", + " \"but I'd like to :)\",\n", + " 'No',\n", + " 'I would not be able to return to OLS-5',\n", + " \"I don't have much experience as an active OS community member or developer. I would feel comfortable with mentoring someone taking their first steps on programming or web dev.\",\n", + " \"I'd like to return as a mentor not now\",\n", + " 'but in the near future (e. g.',\n", + " 'OLS-6)',\n", + " 'I have applied for OLS-5 as a mentee to build my project further.',\n", + " 'No',\n", + " 'I would not be able to return to OLS-6',\n", + " '',\n", + " 'I will return as a mentee',\n", + " 'I would take a break but please keep me informed about the next cohort?',\n", + " '',\n", + " 'I will return as a mentee',\n", + " 'I would take a break but please keep me informed about the next cohort?',\n", + " 'No',\n", + " 'I would not be able to return to OLS-8',\n", + " \"I don't know how but I'd like to stay involved!\",\n", + " \"I'd like to help but would need to know expected time allocations\"]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "aa1d6b11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6yl5hO63Y2Fg98cQTevHFF60mvdvit99+U40aNfTjjz9aTXqXbqyO8NVXX6lx48Y6e/bsnYScpe7du6tbt25asGBBtknv0s1rYJs2bQwDtLJy9uxZ1apVS0OHDrXp/E9JSdHOnTv14YcfKjQ01KZ92GrXrl2qVq2axowZo+3bt2f7fhUbG6vJkyeratWq+umnn257vykpKRo0aJCeeOKJTJPeJenkyZPq1auXXn311RwN6LjdmOz9Oi9ZsqRmz55tSKJ59dVXs71GSjdWG+jTp4+h7rvvvrN5pZWUlBT17t1bvXr1yjTpXbpxf/PEE0/o+eefz9H9iiOuix999JFatmyp1atX58l7KzjWmZAzOvDPQUvZZDKpVt1aDowIsI9L54z3K+kT5nBviI2+aih758/ZQEjv/Mbkx4hLlxV3ldms4fxiLhrvMU2uJnn45M7KSzGXjPvyKnB3Vt3C3XU12jgLevrrY3Zy+3papeYDhvLJI6ds7nvy8ElDuXyVcpm0BHJXWIb7UxKK4Xw2/bHVUK5UixUEgftF+tWJbf1d519Xr17N8NtugQIF7jSsO8KM7wAAAADgABMnTtTatWstiYwbNmzQhAkT9Pbbbys0NFSDBg0ytJ8yZUqGhOLU1FQ9//zzhpm9pRuzNVWrVk3BwcHy9vZWeHi4tm3bpujoG8trpqWlafz48QoLC7PMPmtNZGSk2rRpo0uXLhnqixQpoqpVq6pgwYJydXVVbGyszp49q8OHDyshIeF2HxKnMGDAAH377beGOhcXF9WtW1elS5dWUlKSDh06pKNHj0q6MUDB0R/s77YlS5aoZ8+ehkTd999/X6NHj7Y6Y3d4eLjatWuXYSCBp6enatWqpWLFisnV1VVnz57V9u3bdf36jZmarl27pmeeeUbff/+9zbME322nT59WixYtLLPz/svHx0f169dXoUKFFBkZqR07dujy5Zuzax05ckSNGzfW6tWrVaNGjVyPc/HixRowYIAlgbZw4cKqVauW/P39dfnyZauJ2/Hx8erQoYNWrlxpqHdzc1PNmjVVokQJ5cuXTxcvXtS2bdss50NycrLeeOMNXblyRSNGjMj1Y3OEtLQ09enTRytWrJB0I4mwevXqKlOmjNzd3XXu3Dlt3749y21s3LhRnTp1sgxCKFy4sGrXri1/f39FRUVp69athnPm8OHD6tq1qzZs2JBhRj57uHXglXRj5YUqVaqoUKFC8vHxUUJCgs6dO6d9+/YZvtz8888/1a5dO23atEn58uXLdPtJSUlq166dDh06ZKgPCAhQtWrVVLhwYbm5uSk2NlYXLlzQwYMHFReXe8uTpz9ek8mkMmXKqEKFCvL19ZWbm5uuXLmiAwcO6MyZM5Z28fHx6t27tzw8PNSlS5cc7/f111/XN998Y9ln9erVVbZsWeXLl0+nT5/W9u3bDYOpvvnmGz344IN65ZVXbvNIs5abr/M2bdpo+PDhGj58uGVfnTt31s6dOzN8yX5rPJ07d7bcr0jSoEGD1K1bN5uP6fXXXzcMTqhYsaIqV64sd3d3hYSEaOfOnYbnf/r06UpMTNTs2bOz3bYjrotffvmlRo8ebSmXLl1aVatWla+vry5dumQYgAakFxEeoXeHfGgYMPFw64dUrHhRB0YF3LlrcfHav/2Aoa5clcxXt0DeZXYz/ox9PYczp/772fJWZ0+d0wPVci/B5/sJ03Vk/1GFXQhXXGycPLw85OPro+LBxVSlZmU1aFFPxUvZd2Uz3HtObQ0xlIPKBsrkYv8VFZOuJen8P8ZBxkHlWRnmXpT+epps5fqYldy+nlavV1XFSxfT+dM3zsdDew4p5NhpBVconWW/y2GR2rx2m6VsNruqWZsmdokJyIn4uHjt32H8zqtsZe5P4Vz+XPyXtqy6ec10dXVR66cfcmBEyCvy6sreMKpQoYKhnP53zeykbx8QEJCrqxTbgsR3AAAAAHAAPz8/TZs2TW3atLEko3744Yd69NFHNXToUF25csXStnfv3urYsWOGbYwePdqQ9J4vXz698847GjhwoIKCggxtk5OTNWvWLA0ZMsSy7ZkzZ6pRo0bq37+/1RjHjx9vSHqvWbOmvv76azVpYv0HhOTkZG3evFnLli3T9OnTbXwkck9wcHCOZspduHBhhqT3nj17aty4cSpWzPjD9NatW/XKK69o9+7d+uabbxz+4f5u+eyzzzRs2DBL0qC7u7u+//579e7d22r71NRUde/e3ZD0XqxYMY0ZM0Y9evTIkCgbFRWlcePG6dNPP1VqaqrS0tI0cOBA1alTxy4J4l26dFHLli0lSW+99ZZ++eUXy9/Wr1+vEiVKWO1nNmf8+iQ5OVndu3c3fNmTP39+jR07Vv369ZOHh4eh7bx58zR48GDLqgwRERF65plntHPnzlxfDrBPnz5KS0tTlSpV9MUXX6h169aGLytTUlJ0/vx5Q5+BAwcakjv9/Pw0YsQIvfDCC/Lx8TG0jY+P16RJk/TBBx9YBr+MGjVKDRo0UPv27Q1t33jjDfXt21eS1K1bN23denOWmVOnMp/R69bH09EWL16s2NhYSTce29GjR6tkSeOy3xEREVkmgnfo0EGJiYmqXr26JkyYoFatWhn+npycrK+//lpvvfWWJWFx8+bNmj17dqavtztVo0YN9erVS48++qiqVKlitc21a9c0Z84cvf/++5aZ4Xft2qXhw4frk08+yXTb06dP18GDN2ccDg4O1jfffKN27dpZTeRPS0vTzp07tWLFCv3www93eGTWeXp6qlu3bnrqqaf0yCOPZPo63L9/v0aNGqWff/7ZUvf888+refPmOVoC9ddff7W8/l988UUNHz48wzXn/Pnz6tevn3777TdL3TvvvKNnn31W3t72X649t17n//rwww+1ZcsW/f7775JuzObet29fLV68ONN4bp0VvmHDhpowYYLNx7Nv3z799ddfkqQ6depo8uTJqlevnqHN+fPn9dZbb2nevHmWujlz5uihhx7Siy++mOX2c/vxSi8sLExvv/22JKlRo0b64osv1KBBA0ObxMREXb58Wb6+vnZ7f0PelZycrNiYWIWcPK0Nf2/U4p+XKu7qzUFExUsU01vvvenACAH7+HPJOiUmJFnKXvk9VaW2bSuDIG/x8TO+v16JuJJJS+ustT9/OjRXE99XLPjdUL4aE6erMXG6cO6idmzYpZ8mzVH95vXUZ1AvFS1RJNfiQN51PeG6jqw9aqgrXS/r5N/bdXjNESUn3hxQ4u7lrqIPMkDuXuTjZ/y8eyUiKkf9rbUPteP11MXFRa9+8LI+Gjha15OuKzU1TePe/UIjJr6nQsWsf+6OuhylT4aOV2LCzVUNuzzXSQFBAXaJCciJtUv/VlK6+9PKtSs5MCJASoxP1JXwKJ04eEobftuko3uPG/7eqd9TKlnO+vdFAO496VdUPX78eCYtrTt50rjKTma/Id1NfLMNAAAAAA7SqlUrDRgwwDL7a2Jiolq2bGlJjJOkEiVKaOLEiRn6bt26VaNGjbKU/f39tWbNGtWqVcvqvsxms5577jk1adJEjRs3tswkPGzYMPXo0SNDwpYkLV261PL/AQEBWrNmjQICMv/xwGw2q1mzZmrWrJlGjx6dp5Kp4uPjNXDgQEPdsGHDMk3kbNCggdavX682bdpo06ZNhoEK96Lr169rwIAB+v777y11BQsW1KJFi9S8efNM+02YMEFr1qyxlGvXrq2VK1eqYMGCVtsXKFBAH3/8sWrXrq1nnnlGaWlpSkhI0ODBg/Xnn3/e8XHkz5/fktyaPsm1RIkSCg4OtnlbkyZN0ubNmy1lb29vrVy5Uo0aNcrQ1mw2q1evXqpTp46aN29ueY0fPXpUI0eO1Pjx42/jaGwXGxurevXqadWqVVZnWnZ1dVWpUqUs5Z9//tkweKV06dJat25dpo+Pp6enhgwZokaNGumRRx5RQkKC0tLS9Nprr+nIkSOGxOYCBQpYVklIn8yek8ffkf5Nev/444/17rvvWm0TGJj1LHkRERF66KGHtHz5cqsJzWazWW+88YYkafDgwZb6qVOn5kri+9dff23T4+/l5aUXX3xRbdq0UdOmTS2rlkyePFnvvfeefH19rfa79f3EbDZr1apVKl++fKb7MZlMqlu3rurWrasPP/wwwwztd6pixYo6f/68TYOWqlatqgULFmjEiBEaOXKkpBvnwKRJk3I0e/e/r/tJkyZlOoN78eLFtXTpUjVs2FA7d+6UJMXExGjevHl64YUXbN6XLXLzdf4vk8mkn376SbVr17YMElqyZInGjx9vSej+1/fff2+IJzAwUD///LPc3NxsPqZ/34ubNWumP/74Q56enhnaFC9eXHPnzlXx4sUNSfVDhgxR586dMz0n7sbjld6/qys8/vjj+uWXX+Tu7p6hTb58+SyD8+z1/oa84/NPv9T8n37OvqGkOvVra8THHymg4P0xWBP3rvALEVo8Y5mhru3TrTPMZIt7Q4ng4oby5fBIRVy6rMDC1j9Ppnfkn6MZ6q5dvWal5d2TmpqmLeu2ad/2f/TqB6+o8cMNHRoPnM/2uTsUH3VzlS13b3dVetj+yZOxYbHavWiPoe7B9lXkana1+77geMVz4XoaZ+fr6QPVK+n9CUP1+Uf/VcyVGF04e0Fv9ByqVk8+pFqNaiioSJBMJpMuh13Wvu37tXLJGsVGx1r6t+nYSs+80NmuMQG2CL8QoaUzfzXUte7yCPenuKuuxV7ToMffsqltPs986jqws1o80TSXowLgTKpWrWoo79u3T9euXZOXl5dN/Tdu3Jjl9hzB/msjAwAAAABsNm7cOMPyYrcmvZtMJk2bNs2SJHqr0aNHGxIBZ8+enWnS+60qVqyoyZMnW8rR0dH67rvvrLa9dSbrhx56KMuk9/ScaXZmW8ydO9cye7Ek1atXTx9//HGWfby9vTV37txcmYXXmURFRaldu3aGpPeKFStqy5YtWSa9x8fHGxK6/fz8tGLFikyT3m/VpUsXQ2Lo2rVrDbPGO1pqaqq+/PJLQ90nn3xiNen9VpUrV86wqsDUqVMtidS5JV++fJozZ47VpPf00tLSDINqzGazli1bZlPSZOPGjQ19jx8/riVLltxOyE7vkUceyTTp3RYFChTQvHnzsr1+vPrqqypS5OZMkFu2bLEkw9pTTpNiS5UqpS+++MJSjomJ0fLlyzNtf+v7SY0aNbJMek/P1dU1R8nPtvD19c3xSh0fffSRqlevbinPnj07x/vt0aNHpknv/zKbzZYE+3/ZY+DPre7m6zwgIEALFy40rIDw3nvv6e+//7aUd+/erUGDBlnKLi4umjNnTqazlGclf/78mjt3rtWk91t9+umnql27tqUcExOT6Wo1jrwuBgUFaebMmVaT3gFbNGvZVF9N+VyTfvivChUOyr4D4MSSryfrvx9NVsK1BEtdUNFAPd7zUQdGhdzkX7CAipc2rr627ve/M2ltlBCfoM3rtmWoj79m/3tpSSpdvpQ69n5Sb456TeOnf6xJP3+lr+Z8plHffKSeL3dT6fKlDO2vxcXrsw++1I6NzvM5F44Xsi1EB/84ZKir27WOPPJnvprY7UhJTtGfX63V9fjrlrr8QflV/Ylqdt0PnIe16+lfObiebrFyPU3IhetpjfrV9d/5n+vp5zqpcLFCir8Wr+XzftOo1/+jQV3f1KvPDNbwV8fol5lLLEnvxYOL6a2P39Ar77xkWN0QuBuSrydr0vCphvvTwKIF9ViPtg6MCrDON8BXnV58Up/OG03SO3AfKlq0qOH3jeTkZG3YsMHm/uvWrTOUbV3VNDeR+A4AAAAADuTl5aWZM2fK1TXjjEoDBgxQ69atM9SfOHFCv/56cxaRFi1a5OgDZpcuXVS69M1lkpctW5ZF6xtuTQq/F/3444+G8ogRI2yajbVUqVJ66aWXcisshztx4oQaNmxoSLps2bKltmzZkm3i6ty5cxUeHm4pv/HGGypa1PYls4cMGWIo23Ke3i1///23Tp06ZSmXKFFCAwYMsKlv586dVbduXUs5JiZGixcvtnuMt+rSpYvNicZr167V/v37LeWePXsavgzLzsCBAw0DX5zpebOnd95554769+/fX4UKWV+u+1Zms1nt2rWzlJOTk/XPP//c0b7t5YknnjAk427atMmmfnn1/cTFxUUdO3a0lI8fP264xtniww8/tKldmzZtDI/t7t27c7Sf7Nzt13ndunUNg4WSk5PVtWtXXbx4UVFRUercubMSEm7+SDxixAir9z+26N+/v4oXL55tO1dX1wwz9s+YMcNqW0deF/v165ejgYdAeps3bNGC2Qu1e8ceR4cC3LHvPpmuEwdvLq3t4uqi/h+8KA9P+yaEwrm0aNfMUF780zJdDovMtt+cKfOtzu5u78T35m2aauLcCfpq9mfq82ovNW/bVBWqlFexUkVVulwpVa9bVU8/10lfzf5Mg0cOkqfXzcF5qSmp+uyDL206Htz7Lp++rL8mGRORi1cvrsqtH7D7vtZP2aDwE7dMvOFiUosBzeXmYd8Bx3AuLdoZkxwX/7TcxuvpgkyupwlWWt+51OQUSZLZPfvZsh+oXlEvvvkcq2fAYX749EedPBRiKbu4uuil955TPu5P4YRiImO0btl6rVv6t+LjcmcwKADnduvvG5IynQgmvcOHD2vr1q2Wsre3t9q0aWPX2G4Hie8AAAAA4GCNGjXS66+/bqgrWbKkxo0bZ7X96tWrDeWuXbvmaH8mk0ktWrSwlLdu3aqkpKQM7R544OaPaxs3btSCBQtytJ+84vr169q27ebMRQEBAWrb1vZZWXr27JkbYTnc+vXr1aBBAx05csRS17dvX61cudKmmZJXrVplKOf0PC1btqxKlbo5K9769etz1D83pZ8FoXv37jYNlPjXs88+m+X27K1Dhw42t73T583Ly0v169e3lJ3pebMXHx8fPfzww3e0jccee8zmtpUrVzaU72bieGpqqmJjYxUaGqqQkBDDv9DQUENC7qFDhzLdzq3vJ2fPntVnn32Wq3HficTEREVEROj06dMZjjn9LOJZHXN6ZcuWNTwOWXFzc1O5cuUsZXs/5454nb/88suGa9/FixfVrVs39e7d2zCQqH379vrggw9yFM+tevToYXPb9u3bG97P9u/fr6ioqAztHHldzMn1G/efF15+Xov/t9Dyb97S2Zoyc5Leenew6jaoI+nGQJONf2/Sy88N1PixE5SSkuLgqIHb8/PURdrwP+Mgu679u6hyzUoOigh3y6NPt5NX/ptLr8fFxmnU4I+zTNZcOmeFls/7zerfXEz2/Wm8bcdWKlW2pE1tW7RrplHffKh8HjeT4RKuJWje9z/bNSbkPVcjruqPT1fpekKypS5/YH61fLW53Wew3jF/p46vP2Goq9e9ropWLpJJD9wrrF1PRw/+T7bX0xWZXE9zY3b1lUvW6JXOr+nn6Yt0PiQ02/aH9x3VyNfG6o2eb+vQ3sN2jwfIyi/fL9WmP7YY6p7u11EP1KzooIhwP/Pw9tCn80Zb/n0yd5Q++u5dDRzdT62fflg+BfJLkiLDrmjJtBX66LmxOnXLoA0gK6Z7/L/7Sc+ePQ0T8S1atEjHjh3Ltt+nn35qKD/zzDNOsfJ79sMkAQAAAAC5rlo143LCZcuWlZeXl9W26ZNkCxUqpJCQkBzt79ZtJyQkKDQ0VMHBwYY2PXr00K5dN5bdTk1NVdeuXTVjxgz16tVL7dq1u2dmID1w4IDi42/OcFGnTh2rM/BnpmbNmsqXL58SExNzIzyHmDVrll588UXLgAiTyaQxY8bovffes3kbt56n7u7uypcvX47P04CAAJ05c0bSjdnnncWOHTsM5caNG+eof/r227dvv+OYslKrVi2b26a/vgQEBOT4efP19bX8f0hIiFJTU3M0MMDZ1ahR446Pp0qVKja3TT/QJDo6+o72nZW4uDitWLFCS5cu1Z49e3Ts2DElJydn31HSlStXMv1bjx49tGjRIkv57bff1pIlS/Tcc8/p0UcfzdFqEPa2f/9+zZ8/X+vXr9eBAwcUERGRfaf/l9Uxp5eT51wyPu/2fs4d9TqfPHmydu/ebVm14K+//jL8vXTp0vrpp59uO4HCw8MjRzOxm81m1a5dW2vWrJEkpaWlaefOnXrkkUcM7Rz1eLm6uuboeHD/8fPzlZ+fb4b6mrVr6OkeXbRn116NeHeULoRelCQtnLdIiYlJ+mDUu3c7VOCO/D5/pZbMXG6oa9+trR7v6fhltZH78vt4a9AHr+jTdyZY6k4fP6NXuw5W206tVadRTQUEBSgxMUmnjoZo9bI/DcmPBQsV1OWwy5ayt4/171nulgpVyqvny1017cubq86t/e0vvTC4jzw8HZ84gLsvPjpev4/9n65F3pxR27OAp9q/31aevp5Z9My5/b8d0J7Few11VR97UNWfqJZJD9xLvH289eoHL2vcO59b6k4fP6NBXd9U206tVPv/r6dJluvp2myup952je/n6Ys059v5hrrylcuqXec2qlKzsgKC/GUymRR1OUpH9h/TyiVrtH/nAUnSmRNn9cErIzXw/Zf18GMtrG0esKs/FqzWspm/GuradW2tR3vYPpkOYE8uLi4KLFowQ33piiVVu3lNdXzxSS38drH+XHzju7jIS5GaMGSi3vn6LZUoW+xuhwvAQSpUqKA+ffpo2rRpkqSkpCT17dtXa9asyTSRfenSpYaVUt3d3TV8+PC7EW62SHwHAAAAgDzm7NmzhnKXLl3ueJuRkZEZEt9fffVVLVy4UFu23Jy55P/Yu8/4KKq2j+P/TQ8hlSRAQkuoofdeRRDU24IogiJYEREsKKLcUhQbWG5RsKGCqIgFVGxIlyIdpPcWkkACqaS35wWPGyZ903YTfl8+vDhnz5m5Jpmdmexe55zff/9dv//+u0wmk1q0aKFu3bqpR48e6tOnT57+lcWFCxcM5caNG1vU38HBQUFBQTp8uGrMLLRo0SKdPHnSXHZ1ddUXX3xh0XmWlZWl8PCcmZnS0tIMsxeXRHS07Sz/nnv25SZNLJvJJ/esz+U9g7e/v3+x2+a+vnTtWrrlorOyshQbG1tlBspIlv08C1KcVRP+5ehoXG4+PT291PvPz/z58/XCCy8oKiqqRP0LS84eMmSIhgwZYkh+37RpkzZt2iRJatSokbp3764ePXqoV69eeWa5Lw9nzpzRk08+qR9//LHE27AkId2S37lk/L0Xd/BBcVnrfV6tWjX98MMP6tixo+Lj4w2vOTs76/vvvy/VtSI4OFgODpZ93N24cWNz4ruU//XYWj8vT09POTk5lWpfFSEyMrLE1w0/P78yuaYif23bt9G8T9/T6OEPKS72yvVq+bJf1KtvT/W5rpeVowOKZ83P6/XVe98Y6q6/vZ/uHX+3lSKCNXTr10UPPT1an/1vobKysiVJyUnJ+vHLn/Xjlz8X2O/muwYrMTFJa3/NGWznVr1sEzVLYvAdN+ibT75TUuKVAfgZ6Rnat/OAOvXsYOXIUNFSLqfqt1f+UFxEzrOxi7uLbpwySJ61Pct0X4dXH9GWRVsNdSEDmqnryC5luh/Ytm79uujBp0fr8zzX0+X68cvlBfa76a7BSspzPS27gUR7d+zX4o+MK43e/fBQ3fXg0DwDo/0D/OUf4K9eA3voz2Wr9OEb85Wdna2szCzNfeVD1a5TUyFtirfaGlAS637eoMXvG1drue62Phr++J1WiggomrOLk+55cpjsHey18rs1kqTkxBR9+upCTf1kcrms4gHAcufOncv3u4Dz588byhkZGQVOzFK9enX5+voWuI8ZM2Zo2bJl5kl9Nm/erOuvv17z5883fHeZmpqqjz/+WBMnTjT0nzhxourXr1/cQypXVWe6LQAAAAC4Rly6dKnoRhZKSEjIU+fs7KxVq1bpkUceyTMDenZ2tvbv369PPvlEo0ePVlBQkNq0aaN33nlHSUlJebZly3LP2Hv1rKzF5elZtl9IWtPVSe+SdNNNN+mOO+6waBsxMTHKysoqy7DyPUetJfc5Y+nv383NzZCcWd5J/e7u7sVuW1HXl8rMkp9nQWxtBvynnnpKDz/8cImTVyUV+p43mUxasmSJXnjhhXxnDjl+/Li++OILjRkzRs2bN1fjxo01Y8aMcntvHDp0SN26dStV0rtU+DHnZku/c2u+zxs3bqzHH388T/20adPUsWPHUsVQFvfv/M45a/28yuJaUxHmzZunli1bluj/vHnzrB1+lRdQJ0APPnq/oe7Lz7+yUjSAZTb8sVmfzV6o7Oxsc12fm3pq9MSRVowK1nLzsBv14jsvKLB+0TNSulRz0SPPPqgHnx6t6Cjjvd2rhlc5RVh8jk6OatmhhaHu9PEzVooG1pKWlKY/Xv1DMWdzPl9wdnPS4Ck3yLuuZYNmi3Lsr+PaNH+zlHM5VZO+jdX9gW5luh9UDjcPG6wX33neguvpA3rw6VHlej396oNvDPf7fjf10bCH7iwyEXPg7ddr6OjbzeWszCx9+vbCMosLyG3TH39rwVtfGs7XXjd2131Pj7BiVEDxDXn4Fnn55nwWdvZYqA7uqBoTOgFVQc+ePRUUFJTn//Dhww3twsLC8m0XFBSkZ555ptB91KlTR0uXLjVMuLJp0yY1b95cnTp10rBhwzRo0CDVrVtXEyZMMEzEdPPNN+vll18u24MuBdv5xgUAAAAAUCxpaWllvs2rP6y9mpubmz766CMdO3ZMM2bMUKdOnQqcTXXv3r16+umn1bhxY61du7bMY6wo1/rsFtddd53c3HJmwfv+++81atQoi2YcLo9z1Jbkfr+U9pyxpXOuIq8vsA3fffed/ve//xnqWrRooZdfflkrVqzQkSNHFBsbq5SUFGVnZxv+WzKzh4ODg1555RWdPn1ab775pnr16iVnZ+d82x4/flzTp09XcHCwlixZkm+bksrIyNDdd9+tiIgIc52Li4tGjhypBQsWaMeOHYqIiNDly5eVkZFhON7PP/+8TGOxFmu+zw8fPqw5c+bkqV+8eLGSk5NLFUNZXEvz2wbXRVR2AwZdbyjv33tACfFVa1Aaqp6/V23Vx69+quysnOtlj4Fd9dDk+23q2RkVq13XNpqz+G099/pEXX/LdarTIFDuHtXl4GCvGn4+CmnTTKMnjNQH38/RjUNvkMlk0rnT4YZtNAop3UpkZcW/tnHFk/iY+AJaoipKS07XH6+t0MWTOQMsHV0ddcPzN6hGgxpluq8Tm0/qrw83GJ4/G/ZsqF6P9OR6eg1r27WN3l38lia9/rSuv6Wf6jQIVPU819N7Ne/7dzW4nK+nlyKjdXT/MUPdsIeKv+rkkFG3ysk5J3HrxOGTOn2MwUQoe1tWbdP81xcank+7DeiiB567j+spKg0nZye169nGULd/20ErRYPKwlTF/12L+vbtq2XLlsnPz89cl52drR07dujbb7/VihUr8kySNHz4cH3zzTd5JsqzJsvWfgUAAAAAWJ2vr6+OHj1qLoeHh6t27drlus+goCBNnTpVU6dOVWJiorZv365Nmzbpr7/+0vr165WammqI58Ybb9S6devUpYvtL5ns7W2cSSsuLs7ibZSkj63q1auXZs6cqZtuusk8s/miRYsUFxenJUuW5Dtbc241ahi/qG3SpImOHDlSLvFag4+Pj6EcFxengICiZ8r6V2JiomEgQe5z0Jp8fX0VHn7ly0wXFxclJSVVyS9vMjMzrR2CzZg2bZqh/PLLL2vKlCnF+r3Hx1ueoFOzZk1NnDhREydOVGpqqnbt2qXNmzdrw4YNWr16tS5fvmxuGxcXp+HDh8vZ2Vm33XabxfvKz9KlS7V3715zuVGjRlqxYoWCg4OL7FuS47VF1nqfJyYmaujQoYbf8b/27dunsWPHasGCBSXeflncv/O7Hl8r10VUXT41vOXh4a74/092z8rKUnhYhJp6VI5VBXDt2bZ2hz546RNlZeasrNLluk569L8P29QKKrAOe3s7devXRd36Ff1ZQ9SFi7oUmZNYXMPPRzX8fQrpUXGcr0rSlKS01Ko9eBw50lPSteL1PxV5LCeRxNHFQYMmD5R/I79Celru1NbTWjd3vSFJM6hrA/V5rJdMdjzPXussuZ5eLMfr6amjpw3lmoE1VTPAP//G+XBxdVGTlo21f+cBc93RA8fVoHHxB+oDRdm+bqc+nvmZ4fm0U78OemTK/TyfotKpVbemoRwZVvIVQAFUXjfeeKP279+vadOmacmSJXlWuv5X165d9cwzz1i8MnhFIPEdAAAAACqZmjWNH0wdPXq03BPfr+bm5qa+ffuqb9++mjJlihITE/X1119r2rRp5hl0U1JSNHHiRG3cuLHC4iqp3D/PY8eOFdAyfxkZGTp16lRZhmR13bp10/r163XDDTeYf6c///yzBg8erJ9//lnu7oUnSjk5Ocnb29v8QcmpU6eUnp4uR0fHco+9Ivj7G7+AO3r0qEJCQordP/cggNzbs6aaNWuaEzxTUlJ09uxZi2b1rki5V5/IyMgocEWK3Ar6EO9ac+zYMR06dMhc7t27t/773/8Wq29ycrJiY2NLtX9nZ2d169ZN3bp108SJE5WWlqZly5Zp6tSp5gFe2dnZmjBhgm655ZYy+TLxp59+MpQ//vjjYiW9SzK/Nyo7a73Px4wZowMHcpIRunfvruPHjysyMlKStHDhQvXo0UMPP/xwibZ/8uRJi64DUt57fn7X48p0XbSGxx57THfeeWeJ+l49qxDKl32u90VVX50HldfODbv1/vQPDYMUO/Zur3HTxsjOnqQiWGbv9v2GcssOza0USV7xccYBlR5eHlaKBBUpIy1Df85aqQtHLpjrHJwdNPC5garZtGYhPS13ZsdZrZ2zTtmZOUnv9TvVU7/xfUnShMVyX09blOH1NPFyoqHsXcPT4m141/AylBNiq8agddiGXRv36IMZ85V5VdJ7+15tNXbqQzyfolKydzDO1pyRXvyVfgGUr9OnT1fo/vz9/fXBBx/o3Xff1aZNm3TmzBmdP39ebm5uCgwMVLt27RQUFFShMVmCuzAAAAAAVDLdu3c3lP/8808rRXKFm5ubHn74YW3evFlubm7m+s2bN5uT2WxZixYt5Orqai7v3LnTMBt3Ufbs2WOY8b6qaNWqlTZu3GhICF23bp369eunixcvFtn/6vM0PT1d69atK48wS6w0s/V27NjRUN68ebNF/XO379SpU4ljKWsVeX0p7YzJHh7G5BBLkrCvTr69luVO+r355puL3ffvv/9WdnZ20Q0t4OTkpGHDhmnr1q0KDAw014eGhmrnzp1lso+rj/nfgVzFZel73VZZ4zli3rx5+uqrr8zlWrVq6YcfftDXX39tSLyZMGGCdu/eXaJ9pKSk6J9//il2+4yMDO3atctcNplM6tChQ552tvbcVZSKno3e399fLVq0KNF/Wxr4VZWlpqYqLta4ukGNGrYx4zFwtT2b/9GcF+cpMyMn6b1t9zYa/9LYPMkZQHGs+nmNoXz9Lf2tFEleRw8cN5S9fW1nFTCUj4y0DP05e5UiDp4319k72mvAM9erdkitMt1X6O5Qrf7fGsPMxHXb1dV1T/QjSRMlsurntYbygFuuK7Ntu1V3M5RTki3/jDUlOcVQdqlW9GqVQHH88/c+zZ36seH5tE23Vho34xGeT1FpxUQZJ4Tx8GY1OOBa5+TkpH79+mn06NGaPHmyxo8fryFDhth00rtE4jsAAAAAVDo33HCDobxo0SKlpKQU0LriNGjQQNddl/PFR3Z2doWPTi8JR0dHde7c2VyOjo7WihUrit3/6kS+qiY4OFgbN25Uy5YtzXU7d+5Ur169FBoaWmjf3OfpJ598Ui4xlpSzs7OhbMnghZ49exrKixcvVlZWVgGt81q0aFGh27Om3L+3+fPnl9u+SvM7kPLOzHzw4MFi9UtPT9fKlSst2ldVlXuwgKdn8WdWW7BgQdkGcxUvLy8NGTLEUFdWK2tcfcweHh7FThI+fvy4Nm3aVCYxWFtFvs8lafv27XrqqafMZXt7ey1ZskS1atVS//79NWPGDPNrKSkpGjp0aIlXE1i8eHGx2/7++++G1R9atmwpLy+vPO0q+udVWqW9tqLq2b51p+E5xcXVRX41mW0ftmXftgP635S5htkGW3VuoSdfGScHRxavhuUO7jmsQ/8cNpcD6weoVYcWVowox+njZ3Xm+FlDXav2thEbykdmRqZWvb1G4ftyVpC6kvTeX4GtAsp0X+f2hmnV22uUlZFz7w9sHajrn76OJE2USH7X05ZleD318TMO/Ak/G67UFMv+hjl52Ph5gVeuGeCBkti//aDe+++HhufTlp2aa/zMR3k+RaV2YPshQ9m/DpMSoHAmk6lK/0flReI7AAAAAFQyrVq1Up8+fczl0NBQvfrqq1aMKIeDg/FD39zJV7bqvvvuM5RnzJhRrETms2fP2lxCd1mrXbu2/vrrL3Xt2tVcd/jwYfXs2VNHjx4tsN/IkSMNCYTfffedVq9eXZ6hWiR3cmNERESx+/bu3dsw00FoaKg++uijYvVdtmyZtm3bZi57eHjotttuK/a+y9vgwYPVsGFDc3nbtm367LPPymVfpfkdSFL79u0N5eXLlxer32effaawsDCL9lVVeXsbv2A+fPhwAS2NduzYoW+++aY8QjIrr/vJ1cccGRlpSHwuzKRJkywa4GLLKvJ9Hh0drTvvvFNpaWnmutdee029e/c2l6dMmaLBgwebyydPntSoUaNKtKLARx99VKz3d1ZWlqZPn26oGzVqVL5tK/LnVRZKe21F1ZKVlaXPPvrcUNe1Rxc5OjpaKSIgr0O7D+vtyXOUnpZurmvRIURPvz5Bjk6cq7BcakqqPnzD+Hf6PY/ebaVojDIzs/TZ/xYa6mrXqaW6wXWsFBHKW1Zmltb8b63O7TlnrrOzt1P/J/upTpuy/b1HHIzQyjdXKTM9Z2bigBa1NeCZ/rJ3JOkdlquI62n9RvVV3SNn1ve01HSt++2vYvffvnGnLkVFG+pC2jQrs/hwbTq8+4jefX6u4fm0eftmeuK1x3g+RaX2z9/7dPqIcQBmux6trRQNAJQOie8AAAAAUAm98sorhpHoL7/8st5//32Lt7N161bt3r07T/3Zs2e1cOFCi2YJjYiI0KpVq8xlJycnBQcHWxyTNQwfPtwwe/T27ds1ZcqUQvskJSVp+PDhSkxMLO/wrM7b21urVq3SwIEDzXVnz55Vz5498z1/pCuJd88++6yhbujQodq4caNF+87MzNTSpUsVHR1ddGMLhISEGMp//vlnsfva2dnpiSeeMNQ999xzhoT2/Bw5ckSPPvqooe7hhx+Wh4dHsfdd3hwcHPTSSy8Z6saOHaulS5davK1Vq1bp5MmTBb5emt+BJMMKE9KVhNeiViLYsmWLnn76aYv2U5W1adPGUF64cKHOnz9faJ+TJ0/qzjvvVHp6eqHt/pWUlKT33ntPCQkJxY7r8uXLec653OdLSV19zJmZmZo9e3aRfaZNm6Zly5aVyf5tQUW9z7OzszVy5EidOXPGXHfrrbfmuTeYTCZ9+eWXqlevnrnu559/1qxZsyyO5/Llyxo+fLiSk5MLbTdp0iTt2rXLXHZ3d9f999+fb9uKvC6WhdJeW2Gbvv3qO12MumhRn4z0DM2c+poO7DWuiHLn3XeUZWhAqRzbf1xvPvuu0lJzBkg1a9tUE2c9ISdnJytGBluSmZFZdKP/l5yUopefel1nT+b8XdCtXxd1v65rIb2uuK3LXYb/+3YeKLT9L9/+bjh3i5KenqF5r36ovdv3GeqHPTS02NtA5ZKVlaW1763XmR05CWYme5Oue6Kv6nWoV0hPy104Gqk/Z61UZlrO+6VWSC0NnDRADk7MTIwrLL2eznzqdYWezBm00a1fF3W7rkuRfW/vMszwf38h11N7ezt162e8Ri+at1hnTpwtoEeOqPMX9dHrxhW5mrVuKh9f7wJ6AEU7vv+E3nnufaWl5nzu1bRNYz35xjieT2ETTh8+o11/7bG436lDpzX/FeMAzCZtGqlOw8AyigwAKhaJ7wAAAABQCfXo0SPPTKXjx4/X4MGDtW7dugJnpc3Oztbhw4c1e/Zsde7cWV27dtU///yTp110dLRGjx6tevXq6fHHH9fq1asLTCLLzs7WypUr1bdvX0Ni45AhQ+Tu7l7yg6xArq6ueQYOvP766xo5cqTCw8PztN+2bZt69eqlzZs3S8o7u2pV5ObmpuXLl2vo0Jwv5aOiotS3b1/99Vf+MzFNmjTJkCwfGxurvn37aty4cTpy5EiB+0pPT9fmzZv13HPPqWHDhrrjjjsUHx9fdgcjqU+fPobBI2+99ZZefPFFbdy4UceOHdPp06fN/8+dO5en/7hx49SlS86XfQkJCRowYIDmzZuXZ8BIRkaGvvrqK/Xq1UuRkZHm+kaNGmnatGllelxlYcSIEXrggQfM5bS0NN1xxx265557tHPnzgL7ZWZmavfu3ZoxY4aaN2+uAQMG6OzZgr+o7Nevn6H87LPPatasWdqyZYuOHz9u+B3kl4zdqFEjwzYSEhLUv39/bd++PU/by5cva9asWerXr5+SkpLyzHR+rQoICFDPnj3N5ejoaPXr109btmzJ0zY1NVXz589X165ddfr0abm4uKh69epF7iMtLU0TJkxQnTp19MADD2j58uWFJsFv27ZN/fv3NyRLd+3aVU2aNLHw6PI3bNgwQ/m1117Tf//7X12+fDlP2yNHjmjIkCHmpGc/P78yicEWVMT7/JVXXtFvv/1mLjds2FALFy7Mt62Pj4++++47OTnlfIk8ZcoUrV+/vtjH9O+9eMOGDerdu3e+14KwsDCNGDFCb731lqH+rbfeko+PT4HbrqjrYlko7f0NtunnZb9oyI13adrkGdqwbmOhAy9TUlK14reVGnnXaP3602+G1wb/Z5A6dulQ3uGiCrkUGa2oiIt5/sdFxxnaZWZm5dsuKuKiEmLzv++fPnpGsya+rZTkFHNd7Xq1NHrivYqPSShwe/n9j70Ul+8+UDWsWLZSLz42Q6t/Wae4mPz/LkxOStGaX9fp8bue1P5dOQmW/rX9NGbSQ+US1/y3PteY2x/XgjmLdHT/sQITSjMzMrV1/XZNeuAFrf5lneG1Np1bqc+gXuUSH6xvw4cbdWrLKUNdp7s7qkaDGkqITLDof0ZaRoH7uXjqkla8/qfSU3LaeAZ4qvsD3ZQcl2zRfpJik8rt5wHrW7FslV587CWtKfJ6ul7j73pK+3flDKD0r+2nRyY9WC5x3fXgHYaE4sSERD3/0FT99t0fSk3JOylLenqG1vy6Xs+MmpxntveRjw0vlxhhO6IjY/J/Pr2U+/k00+Ln0zNHz+qtZ+coJTnnvKtdr6bue3oEz6ewSHRkjC5GXMrzPy7aeO3NyszKt93FiEtKiM37WaUkRUfFaO6LH2vq6Jn67asVijhzvtBVE8NPR+jrOd/qtXFvKikh5z7v6OSoe5+yjVWRAKAkGN4LAAAAAJXU1KlTFRUVZUjY/uOPP/THH3/I09NT7dq1k5+fnxwdHRUfH6/IyEgdPHgw3+S+gkRGRmru3LmaO3eu7O3t1axZM9WrV8+cXBYVFaV//vlHUVFRhn7+/v56++23y+Q4K8qdd96pRx99VB9++KG57ssvv9TXX3+tTp06qX79+kpLS9PBgwd19OhRc5uxY8fq4MGDFiXnVVZOTk5asmSJxowZo/nzr8yoFB8fr0GDBunbb7/VzTffbGjv4OCgb7/9VjfeeKN5kEBmZqbmzZunefPmKTAwUC1btpSPj4+ysrIUHx+vc+fO6fDhw8WeTbqkGjRooCFDhuiHH36QdCWJcebMmZo5c2aetvXr19fp06fzHNvixYvVp08f8yzj8fHxGjdunJ5//nl16dJFvr6+iomJ0Y4dO3TxonGWVh8fH3377bc2Ozjkww8/VExMjGGW66+//lpff/21/Pz81KZNG9WoUUN2dnaKj49XeHi4Dh06pJSUlEK2atS7d2917NhRO3bskHTl5/fcc8/l27ZPnz5at25dnvp33nlHnTp1Mp8vx44dU+fOndWyZUs1a9ZM9vb2CgsL0/bt280DEkJCQjRmzBg9+eSTxY61KnvjjTfUp08fZWRcSZI4fPiwunXrpqZNm6ply5ZycnLShQsXtG3bNsP947333tPMmTOLfU+Jj4/X559/rs8//1wmk0mNGjVScHCwvLy85ODgoEuXLmn//v15EnGrVaumjz/+uMyOt3///ho8eLB+//13c90rr7yid999V507d1bt2rV1+fJlHT16VIcOHTK3CQkJ0aOPPppntYfKrDzf56tXrzYM7HFxcdH3338vT0/PAvt07txZb7/9th5//HFJV+4Xd999t3bv3q1atWoVuc82bdqoefPm+uCDD7Rjxw517txZTZs2VUhIiJycnHTmzBlt3749z+DA4cOH6+GHHy5y+xVxXSwLpb2/wXalpqTqj1//1B+//imTyaQ69eqodkAtubu7y9HRQYmJSTofcV6nTpw2X9Ov1rNPD70wPf/7LFCQl8a+qovnLxXZLiYqRk8OfTbf13oN7qFH/5s38Xjnht1KumwcXB1x9rwmj3zR4jhD2jXVf9+fbHE/VA7ZkvbtPKB9Ow/IZDLJP8BfgfUCVN3DTakpqYq9FKsTR04pI9147asZ4K/pc/4rL5+Cnz9KK+ZSrH78arl+/Gq5HJ0cVTeojnx8vVWtejVlZGQoLiZeJw6fVEpS3ueBRiENNfn1ZwwD1lC1HPvreJ66bV9t17av8g7QLMqNLw5WQIva+b52ZscZpSUZVx+IC4/T0mctX7WqVkgt3TztRov7obLI1v6dB7TfcD2t/f/X0zTFXIrVyQKup9PmTCm366lvzRp66qXxmv3CO8rKvPL3WnJSsj5583MtfO8rNWwWLB8/b5lMJsVeitXxAq6r94y9W83blc1qcbBdr4ybVczn01g9c9cL+b7Wc1A3PTwl76pvuzbuyef59IKmjJphcZzN2jbR8+89Y3E/VA2vj39Ll84XvYJtTFSsnrs7/79/ug/qqgefv6/AvmGnwvXDxz/ph49/kks1FwUG1VZ1z+pydXNRRnqmEhMSFXYqQvHReQc6OTk7avyrYxUYFFD8gwIAG0PiOwAAAABUYu+99546deqk8ePHG2bEjouLyzdJNDc7O7tCk9CulpmZqQMHDujAgcKX+27evLl++ukn1a6d/xdytmzevHmys7PTvHnzzHVZWVnaunWrtm7dmqf9sGHDNGfOHF1//fUVGaZV2dnZ6ZNPPpGPj49mzZolSUpOTtbtt9+uBQsW6J577jG09/T01Lp16zR58mS9++67yszMmQUvLCxMYWFhRe6zWrVqcnZ2LtsDkfTxxx8rPDxcf//9d4n6BwUFacuWLbrlllsMM/7Gx8dr5cqVBfZr3Lixli9frqZNm5ZovxXB0dFRP/zwg2bPnq1p06YZEjejoqK0atWqYm3Dzc2t0DZLlizRTTfdpMOHD5cozjZt2mjBggUaPXq0YbDE/v37tX///jzt27dvr+XLl+vPP/8s0f6qou7du+uTTz7RI488YvgZHjlyJN+VGezt7fX222/roYceyjeRtjiys7N17NgxHTt2rNB2gYGBWrp0qVq1alWi/RTk66+/1oABA8yDLqQrqwKsWbMm3/Zt27bVL7/8Uuj7ujIqr/f5v7OqX51gPnfuXLVt27bI7Y0bN06bNm3S4sWLJUnnz5/X3XffrdWrV8ve3r7I/nPmzFFMTIy++eYbSQWfx/8aNWqUPv300yK3K1XcdbEslPb+BtuXnZ2t0DOhCj0TWmRbZxdnPfDIKN07+h45OPKVEIDKLTs7WxfCLuhC2IVC23Xu1VHjpjwqT2+PCopMSk9L18kjp3TyyKlC25lMJt105yDd9/g9hhmOAaAiFfd62qlXR42bMqbcr6dd+3bW87Oe1dxXPlTsVSvLpKWm6dA/hX9m5OLqrJHjRujGOweVa4w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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_q5_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "463031ca", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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xYoXatm3rcJ333HOPvvrqK1N6hQoV1L17dzVr1kyhoaHy8/PTxYsXtW3bNv3888+mC0EvvfSSwsLCNGHCBCd/teekpqaqb9++VjeGNGvWTL1791b16tUVFBSkixcvasOGDfr+++8VFxdnlX/BggW68847NWDAALvlh4SEqEmTJpL+XT579+61+n/lypUVEhKSbRtr1qyZ7f8LwvJLT0/XoEGDdPjw4cy06tWr65ZbblHdunUVGhqqCxcu6MiRI/r222/tlvHhhx/qgQceMKX7+/urZ8+eatWqlcqXL6/AwEDFxcXpn3/+0e+//66tW7dafX/p0qUaMWJElvVkOHDggCZMmGDq60qUKKFu3bqpVatWqlq1qgICApSamqr4+HidOXNGu3fv1qZNm3IMyihXrlzmsk9ISNChQ4es/l+jRo0cL55VqVIly/+lpKSoV69edm9CqlGjhrp27arGjRsrJCREPj4+On/+vDZt2qRly5ZZBeWlpqZq3LhxKleunG677bZs25Nh4sSJdgM6AgICdPvtt6t169YqV65c5nL6/vvvM9eNs2fPql+/fqpfv75DdRVU27dv16RJkzJvmihRooS6d++uTp06qVy5cvLx8dGJEyf022+/6Y8//rDKm5qaqtGjR2v37t0qXbq0J5rvsM8//1yjRo0ypVssFrVr104333yzKleuLB8fH506dUq///67oqKirC7uG4ahJ598UhaLRY8//nh+Nl8nT57UE088kXkzro+Pj7p06aKuXbuqYsWK8vPz05kzZxQVFaWlS5eabkp49NFH1bNnzxwfBOFuH330kaZOnZo5HRYWpptvvlmtWrVSWFiYEhMTdfDgQf3www/avXu3Vd7o6GiNGzfOqQcm3HXXXVq+fLkpPTg4WLfffrtatGih8PBwxcfH6/Dhw1q8eHFmsM3Zs2fVt29fNWjQwMVf6z4Wi0WNGjVSo0aNVK9ePYWFhalUqVLy9vbW5cuXdfjwYW3atElRUVFWNzylpKRozJgxatCggZo3b55jPStWrNCrr75qSi9durR69uyppk2bqnLlyvL391dSUpIuX76s48ePa/fu3dqwYYPOnj3r1t/tjICAALVq1Ur16tVTrVq1VLp0aQUGBio5OVmXLl3Snj17FBUVZTpe+eeffzR48GCtXLlSPj6eueXi2LFjmjhxopKSkiRJJUuWVK9evTL73ZSUFB06dEjfffedabtYuXKlpk+frieeeEILFiywOi8uW7asbrnlFjVv3lxhYWFKSEjQjh079PXXX5tuCpw2bZoGDhyoNm3aONzup59+Wv/9739N6SEhIerZs2fm9lWyZEnFxsZq9+7d+uWXX0yBwXPmzFFQUJDeeusth+u+3rPPPqsFCxZkTleuXFm33HKLGjVqpNDQUCUkJGjv3r367rvvdOTIEau8+/fv19NPP60ZM2bYLbtYsWKZxzyStGfPHqttLDg4ONtjmpxcu3ZNXbt2Nd3ILUmhoaHq27evGjdurPDwcF24cCHzd5w+fdrqu3v27FFkZKS2b9+e4/F3VsaOHZt53i/9e7zdp0+fzPrj4+Mzz9UKqmeeecZqH3O9mjVrqlevXqpTp47CwsJkGIYuXbqkAwcOaPPmzdq4caPLN7IFBwdn9j81atRQqVKlFBAQoGvXrun8+fPavXu3fvvtN9M5ysaNGzV69GgtXLjQpXoLoipVqlhtMxcvXjQ9bKRevXoqVqxYlvlzkt/9/dKlS3XnnXfaXT9CQ0PVo0cPtWzZUmFhYfLz81NsbKyOHz+uzZs3a+3atbp8+bLDdRVU1y9XZ5dphnLlyjlUV15uTwEBAVbr544dO6z+X7Zs2RzbafsQresVlLFDd4xheBrz0lp+jyl99NFH2rJli9Ux2xdffKHOnTtr7Nix2eb97LPPNHfuXKu0atWqmdIcNXToUKuHslSuXDlz+QcFBencuXPavHmzFi1aZApU/eOPPzRkyBAtWrTI4fo2b96srl27mm7Q9/LyUseOHdW+fXtVq1ZNQUFBunbtmk6ePKmVK1fqjz/+sDrn/ueff9SnTx9t2bLFpbGR3377Ta+//nrmdPHixdW1a1d16dIlc1zm5MmT2rBhQ2Zba9asqdjYWEn/nsvaHu9f3/9lxdXjyPxy+fJl3XzzzZnBNhaLRe3bt1ePHj1UpUoVBQQEKCYmRmvWrNEPP/xgCkCaOnWqbrvtNqfOeZyRn/tLSRo1apTV9dQ6dero5ptvVt26dRUSEqK4uDht27ZN3333nWl9+OuvvzRt2jSnxrKWLFmi/v37m4KsihUrpm7duqlNmzaqXLmySpcurYSEBB09elR//vmnaXx348aNuvPOO/XXX395JOgpv8eljh07pjZt2tgNzGvdurU6dOigOnXqKDg4WMnJyTpz5ozWrl2rn3/+OXOMQPr3Aa+33HKLtm7dqqpVq2ZZX+/evfXMM89Yje3ExMTorrvuUlRUlLy9vbPMe+7cOd19992mMcS5c+faHT/M62sEuXX8+HG1bt3a7rwvUaKEOnbsqE6dOqls2bIqXbq0Ll++rLNnz2rbtm1au3at6bw7OwXp3D4vx0jsGTt2rD755BNTup+fn3r37q1OnTqpfPnyunbtmo4ePapFixZp586dVt+Nj4/XzTffrD///FMdOnRw8hf/6+OPP9b777+fOR0QEKCePXuqQ4cOKlu2rNLT03Xy5Emr7aB+/fqZD7A9fvy4VZCdr6+vQ9d5chtElpiYqDvuuEPbt2+3Sq9YsaJefvnlXJXtVvn85jYAAAAAAAAUEenp6UZYWJghKfPj7e1txMXFZZtv2rRpVnkefPBBq/+fOXPG6v+VK1fOsS3jxo2zyiPJ+Oyzz7L8/urVqw1vb29TnsjISGP//v1Z5lu7dq1Rt25dU77SpUsbR48ezbGdkydPNuV1xZEjR0zlzJ07N8d8c+fONeU7cuRIjvliYmJMy1qS0bp1a2P37t1Z5lu5cqVRo0aNzO+XKFHCpfpddebMGcPX19eqvqFDhzpdTmJiohEaGmpVTsuWLbPNk56ebtx8882m31uiRAnjnXfeMVJTU+3mu3r1qvHEE08YXl5eprwTJ050qL22+SZPnuzsTzYMwzCGDx9uVU7VqlVdKscZUVFRpvb7+fll/t2uXTtj3759WeZftmyZUbFiRVMZdevWNRITEx1qwzvvvGPKX6lSJWPhwoVZLjfDMIyUlBTj448/NgICAqzyFitWzNi8ebPT88JZri6vqlWrZjm/a9eubfzxxx9Z5o2OjjZ69+5td347wtW+LDueWn6dO3c27Q8z/i5Tpozx2WefGenp6Xbzpqenm9bPDRs2GMWKFTP1H1OnTs1xP7tixQqrvjfj8+6772ab77777jPluffee43o6Ogcf79hGMbu3buNF1980ahYsaKxd+/ebL9rb1uPiopyqJ6sPPzww6Yy69evb/z6669ZznvD+LffnTp1qml/ERQUZBw7dizHev/880/DYrGY6h42bJhx8eJFu3nS09ONmTNnGoGBgVnuI/OjzzUM1/YZOfXVQ4cONU6fPp1l/hUrVhghISGmMqZOnerGX5Y1V4/H/vnnH1MfIclo2LChsWHDhizz7dmzx2jbtq0pn6+vr7Fp0yaH6rbtq4cPH55jHnt97PXL6eabbzYOHDiQZf4dO3YYERERpjLGjRvnUJtd3c7tLZ+Mdvv6+hpTp041rl27Zjdvenq68e6779o9jlq3bp1D7f70009NeSUZjzzyiJGQkJBlvm+++cYIDw/3+DbdtWtXo1evXsb8+fMd7r9jYmKMhx56yNSXNWzY0KH83bt3N82vxx57zIiPj88xb3p6urF582bjiSeeMEJCQrJctu5y5MgRIygoyJgwYYKxYsUKIzk52aF8a9asMVq2bGn6nW+++WaetjeDve25ePHimX8PHjw4y343LS3NeO2110z5g4KCjL1792b2a97e3sYrr7yS5TKIi4sz7rzzTlM5vXr1cvh3fP/996b8wcHBxkcffZTtsk9PTze+//57q20s47No0aIc67U9Ti5WrFjm+h4YGGjMmjUry+PE5ORk4+mnnzbV6+3tbZw8edKh3+1KH54de+Mf3t7exjPPPJPlfExNTTXeeOMNq/Um49O3b1+H6rWdj9cf75YoUcKYPn16tttUXm/frvjmm2/s9vlNmzY1fv311xzznz9/3vj444+Nxo0b57hco6KijHLlyhlPP/20sWHDBiMtLS3H8tPT042lS5catWrVMrXxm2++cfRnurwOunvddZSrY1fX82R/f/DgQSMoKMhURtmyZY0PP/zQSElJyTZ/YmKisWjRIqNPnz5GREREtt919Xgrv/O5Y5natsNT25NtXlfH3DLa5KmxQ3ePYXga89KaJ8aUDMMw/v77b9N5kJ+fn7F9+/Ys8+zevdsoWbKk6VjN0XNl2/l//Tlv8eLFjTfffDPL5R8bG2uMGjXK7rHAvHnzHKr/4sWLds+bR44cmeOY0sGDB+2Oq/br1y/Heu31x9eve/379zeOHz+eZX57x2XuunblLrbLtnPnzg7ls/0N168Tbdq0MbZs2ZJl3iNHjhjNmzc3ldG7d283/arsuXt/md32Ua5cuWz3f5cvXzaGDRtmak9QUJBx9epVh+o/fPiw6ZjIx8fHeOKJJ3Icr9i2bZvRokULU/2PPvqoU/PAFZ4el0pKSjJatWplyn/rrbcae/bsyTbvmTNnjHvvvdeUt1WrVtleGzGMf88Zu3TpYsr79NNPZ5knLS3N6NatmynPI4884tBvzYtrBLmRmJho91ygWLFixhNPPJHlWH+G9PR0Y+3atcb48eMNPz+/HLffgnJun99jJF999ZXdfe8dd9xhnDp1Kst8S5YssXv9NyIiwoiNjc2xXnt97PX7zvHjxxvnz5/PMr+9ZeKJ6+hXr141evXqZfotJUqUcLifyS8EqQEAAAAAAMBlAwcONA2C/fTTT9nmueOOO6y+b+9CSO3ata2+c/DgwWzLrFOnjqkdWV2ES09Pt/v9Pn36GElJSTn+5gsXLhiNGjWye4EgJ4U1SG3kyJGmfB07dnToYtTZs2ft3gDiTP25MWTIEKv6ihcvnu0gsz2ff/65qd1z5szJNs+CBQvsXshavny5Q3V+9NFHpvwWi8WhC/S2+Qp7kFrGp0uXLg7d2Hjo0CGjQoUKpvwvvfRSjnn//vtvU6BK27ZtHbrAkWH79u1GqVKlrMq46aabHM7vKncFqWV8WrVqZVy4cCHH/ImJiUbDhg1N+VetWpVjXncHqXly+dle9M/4lC1bNttgXnsSExNNN7iEh4cbO3fudLiM2NhYo3HjxlZllClTJtsAC9tg3K5du2Yb3JWVlJSUHPen7r4A/csvv5jKu+OOOxzar2f47bffTOvP+PHjs82TlpZm1KxZ01T3448/7lCdq1atMt2MlZ99rmG4L0gt4/Pyyy87VO/q1atNATE1a9bM5a9xjKvHYz179jTla9GihUN9zLVr1+zetNGoUSOH6nZXkFrGZ8yYMQ7dzHvw4EHTTYalSpUyrly5kmNedwapSf8ewzl6HPXqq6+a8t9333055rty5YrdAEpHbsg0DMPYu3ev3SCa/Nymndnn2Zo3b56p3TkFacTFxZke/jFixAiX6r969apL+x1nJCUlOXxDna1r164ZN910k9VvrVy5co7BBu6Q3fbs6E16Y8eONeXNWF+9vb0dCvZKSkoy6tevb1WGl5dXtjfAZjh37pxRunRpq7y1atUyTpw44VD7DcMwjh8/blSqVMmqjPr16+e43tgeJ2d8QkJCsr1p+npjxoxxeZ/nzkCf1atXm9rh5eWV7UN6rrd06VLT8Y4k49tvv80xb1bz0d/f31i5cqXLv8lToqOjrR4YkPEZOHCgSwEDOT246MqVKy73FxcvXjSaNWtm1c527do5nP9GDFLzZH9v7+EEDRo0cKivtJXT775Rg9Q8uT3Z/o7cBKl5cuzQnWMYBQHz8v94akwpwyeffGKaF7Vq1bL7AIsrV66Yji0lx8+/DCPr+e/j42MsWbLEoTKeeuopU/7g4GCHzq3uuusuq3ze3t7G/PnzHW5/enq63Wsv69evzzZfduMyDz30kEvnVUU1SC3jc+uttzp0beHChQtG2bJlrfJ6eXk59CCr3MrrILWMT/Xq1R166GZ6errdQMrPP//cofrbtWtnla9kyZLZPhDPVlJSkmksztfX16VjKmd4clzKMAxj0qRJpryvv/56rn/DV199lWO+M2fOmNZ/i8ViLFu2zO73X3jhBVM9bdq0cfgBEQUtSM3e/qB06dLGn3/+6XRZ586dy3b8tCCe2+fHGMnly5eN4OBgU94xY8Y4tO86fPiw3UC1CRMm5JjXXh+b8Xn77bcd+t228vs6+tWrV+0+LKx48eLG0qVL87RuVxCkBgAAAAAAAJd98MEHpoGw7G7MTktLMw0+njt3zvQ928HN2bNnZ1mm7ZvXpOxvcl6yZInp+1WqVHHoImuGw4cPm27YtVgs2b7hyTAKZ5BaTEyM6YlswcHBDr+ZwTAMY9euXYaPj4/dgd+8DlJbtWqVqU5n33jQvn17q/xBQUE53pxt7ymPzlxgNwzDGD9+vKmMu+66K8d8tnmKQpBamTJlnAoutFdOuXLlcrw4dvfdd1vlKV++fI5PR7Rn/vz5pvq3bdvmdDnOcGeQmqNvkMqwbNkyUxnPPfdcjvncHaTmyeWX1UV/R2+Iud6sWbOsyvDy8jLWrFnjdDmHDh0yPTl7+vTpdr8bHx9vavuCBQucrtNR7r4AbdtPN27c2OGL4dd75ZVXTBf3zp49m+X3Fy9ebPodHTt2dKpOezfD5VefaxjuDVJz5Gnf1xs0aJCpjJweTOAOrhyP/f3336Y8gYGBDj8h1jD+vdGvXLlypnIceVOLO4PUWrdu7dRNvU8++aSpDEduynF3kJozx1HJycmmGxYqVaqUY77Zs2eb6h08eLDD9RqG/X4hP7fp3BowYIBVuwcOHJjt93fu3Gn6ra7sswqLc+fOmYKL8+MmkKy2544dOzoUcGoY/54323ubuCTj+eefd7gt9p54nd35eoZnnnnGKk/JkiWNQ4cOOVxvBns3cv3444/Z5snqBixHAvMyXLhwwerNA9K/b2J3hDsDffr372/6Hc6+TeD11183leFIgEZW8/G9995z9ed4lL2bPzt27JjjGwY8xd6xiKPBDzdikFpuudrf//rrr6a2h4aGZvuW4dy4UYPUcis325NtvtwEqXly7NCdYxgFAfPy/3hiTMmWvWMGe+dV9t7S5Oy4Qlbzf8qUKU6VY+/tQTkd4+zbt8/0tiRnA0kM49/z13r16lmVc+edd2abJ6txmdatW7t8LFOUg9QcfctOBnvXPR0558mt/AhS8/X1NTZv3uxwGbt37zaVce+99+aY77fffjPlcyRIylZsbKzpwWqOvunSVZ4cl7p48WLm284zPjk9RC0rtgF+TZs2dSjfH3/8YerbypQpY3rAzPLly03fCw4OdigAMkNBClK7cOGCad5bLBaHxm1dURDP7fNjjOS9994z1duqVSuHx7YMwzDWrl1revidv79/jtcCswpS69+/v8N128rP6+hXr161+xA8Pz+/LANJPc1LAAAAAAAAgIu6du1qSouKisry+zt27NClS5cyp+vXr6/w8HDT9zp37uxwmfb+Z69dGWbMmGFKe+utt+Tv759lHlvVqlXTU089ZZVmGIbef/99h8soLObOnaukpCSrtClTpigsLMzhMho0aKD777/f3U1zSGRkpJo2bWqV9tFHH8kwDIfy//3331q7dq1V2rBhw1SyZMks86xfv15btmyxSmvUqJEefPBBxxr9/02dOlXBwcFWad9++63OnTvnVDlFwZQpU1SmTBmHv9+lSxf179/fKu3s2bNatGhRlnmOHj2qhQsXWqW98sorpmXgiLvvvlu1atWySvvxxx+dLsdT/vOf/6hKlSoOf79Xr16mPsF2G8hrBXH5de3aVbfeeqtTeQzD0JtvvmmVds8996h9+/ZO11+9enUNHTrUKu2HH36w+93Lly+b0pzZ5jxp9erVpn562rRp8vX1dbqsRx99VIGBgZnTSUlJ+vnnn7P8/syZM01p7733nlN1jh49Wk2aNHEqT0Hk5eWlN954w6k89957ryktv/sOR9k7fnz++edVsWJFh8soXbq0Xn/9dYfKzkv//e9/5ePj4/D3C8Jyql69ulPHUb6+vho8eLBV2smTJxUdHZ1tvlmzZllNe3t766233nK8oZJuu+029ejRw6k8BcmwYcOsplevXp3t9wvz/sMV4eHhuummm6zScppHeWnq1Kny8nLslo9y5crZPZ4IDg42ndtm57bbblOxYsWs0rZu3ZptnoSEBH3wwQdWaY899piqV6/ucL0ZOnTooO7du1ulZXV8k53OnTvr9ttvd/j7ISEh6tOnj1Xa9u3blZ6e7nTdrjp16pTpmDQ8PFwvvfSSU+U8+uijpmPddevW5bgc7alRo4bT57kFQUJCgmn8plixYvr888/l7e3toVZlr2HDhmrevLlVmif7n6LO1f7+v//9ryntvffeU/ny5d3WNuReQdieCuLYoStjGAUB8/L/eGpMydYHH3ygBg0aWKV9/fXX+vDDDzOnP/nkE3322WemOj/55BOn22qrYsWKTh3fSvbHcuyN+VzvzTfftDoWrFatmh5//HGn6pX+PX995plnrNJ+/vlnJSYmOl3Wm2++WWCPZTxp8uTJKl26tMPfHzJkiGk+FtTxKmfdfffdatGihcPfr1+/vmmf6ci8sD0m6tixo2mcxhGlS5fWf/7zH6s0V87/ciu/xqXef/99JSQkZE4HBATYPb50xAsvvGA1vX37dh09ejTHfN26dTPlvXDhggYPHqzU1FRJ0pkzZ3TPPfeYzofnzZunqlWrutReT7Od95I0duxY9erVy+11FcRz+/waI7E3Dv7+++87PLYlSe3atdPw4cOt0q5cuaK5c+c6XEYGLy8vp8d+PSE9PV2DBw/Wn3/+aZVesmRJLVmyRDfffLOHWpY9gtQAAAAAAADgsrp165putNi2bZvi4uLsfn/FihVW07bBaBm6dOmSbb6c/pdVkFpycrJWrlxplVauXDn17ds3y/KzMm7cONMNvr///rvT5RR0tjfnFy9e3HTzqiPGjRvnriY5zfbi0cGDB7V8+XKH8l5/8TzD+PHjs81jbz0YN26cU4PskhQUFKS77rrLKi0lJSXb7aEo8vPzM90U4YixY8ea0rILNvnxxx8zL7JJkr+/v4YMGeJ0vZJksVhMFwVs+56CbMyYMU5939vb23Rxe//+/e5sUo4K4vK77777nM6zY8cO/fPPP1Zpo0ePdrqcDLfccovV9IYNG0yBx9K/FxUtFotVWmG56fXbb7+1mq5WrZq6devmUlklSpQwHUNktexTUlJMFwVbt27tdMCZl5eX09tcQdStWzfVqFHDqTxt2rQxpeV33+Eo2317sWLFXNrGhwwZopCQEKu0qKgopaWl5ap9jqpVq5bpODsnDRo0MD3MIb+X06hRo5w+jmrdurUpLbt2X758WZs3b7ZK6927typVquRUvZJr/X9BYXtzy5kzZ3T8+PEsv28vIK2w7D9cZTuP1q9f75F21KlTRx06dHAqT7NmzUxpgwcPduqBLSVLllSdOnWs0nLqE5YvX67Y2FirtNxsJ7bHN64cp7my77XtVxISEnTq1Cmny3HVn3/+adpfDBs2zKnlJ/17w6S93+/KeMbIkSNNx5CFwcqVKxUfH2+VNnjw4AJ/Q2VB6X9uFM7O7/j4eFN/FBERoYEDB7q9bcg9T29PBXHssLAewzIv/4+nxpRslSxZUt98843pGOWRRx7R1q1btWvXLk2YMMHqf8WKFdPChQudCiTKytChQ+Xn5+dUnoYNG6pdu3ZWabt379aJEyfsft8wDH3//fdWaSNGjHA5QMz2Rv+kpCRt2LDBqTJq1aqlTp06uVR/Uebv76+7777bqTzBwcGm/URBHa9yljvOgw4cOJDt9y9evGgaM3VnX3Ts2DEdO3bM5fJckR/jUpJ5nHvgwIEqVaqUU/VmaN++vYKCgqzSHD13fv75500PYFq7dq2eeeYZpaWl6e677zYFcT/22GNOBTkVNIsXL7aatlgsLgUeO6IgntvnxxjJiRMnTNtAy5Yt1apVK6frfuCBB0xprvzubt26KSIiwul8+e2VV17RkiVLrNJKlCihpUuXFuiHpTn+mDwAAAAAAADAji5duujLL7/MnE5PT9dff/2l2267zfRd24u6Wd0kW7FiRdWoUUOHDh2S9O9Txf755x/ThSF7ZWZX7tatW01PoLzzzjudeptEhnLlyikyMtKq/v379+vChQtF5u0B6enpppt1u3btarqw4YgGDRqodu3aOV7Aygv33HOPnnzySau3+H344Yfq2bNntvkSEhI0f/58q7QuXbqoXr162eZbs2aNKc32rV6OGjRokOmtA2vWrHHpqZOFVZcuXVy6QaFHjx4qVaqU1c2H2d10ZHuBrmnTptm+MS8n1apVs5retm2by2Xlpxo1ajj1ZqDr810vq2DlvFIQl192b/XMiu3v8Pb2tntB21G2vyMxMVF79+41vWHSz89PjRs31o4dOzLT3nrrLTVt2tTl/iu/2M4zV54Qfj1Hl/22bdtMxxT9+vVzqc5+/fqZbtAqbLJ68EB2wsPD5e/vrytXrmSm5Xff4Yhz587p8OHDVmndunUzBZs5onjx4rr99ts1b968zLSEhATt2LHD9GTqvODKDWteXl6KiIjQ7t27M9Pyezm5sn7ZC5rMrt0bN240Pe3X9kZBR/Xp00cWi8XhN/fmpaSkJK1evVo7duzQrl27FBMTo/j4eCUkJNgNjkxOTjalHT9+PMs3rNaqVUshISG6ePFiZtpTTz2l2rVrq2PHju77IXno1KlTWrt2rXbu3KkDBw4oLi5O8fHxunbtmt1lePbsWavp7IL48pIr27O9ABxXllNERIT+/vvvzGnbADRbtvvqihUr5ioYyHZfffToUcXGxjp1nurOfqVy5cpOl+UKe+eZAwYMcKmsQYMG6cknn8yx/Jy4crxbENgbR3LlwSi5dejQIa1fv147d+7UoUOHFB8fr/j4eCUlJdntf2z7G0/1P4VVXvf3q1atMu1b7777bt5ok08K2/ZUEMcOC2ufzrz8P54aU7KnXr16mjlzptX+NSkpSYMGDZKPj4+uXbtm9f23337bqbc7ZefOO+90KV+/fv20bt06q7T169fbPdbbuXOn1bUGKXfjUSEhISpdurTVOeu2bducOmZ19oE0N4q2bdua3gTtiBo1amjfvn2Z0wVxvMpZJUqUcKlPsD0PSktLU0JCggICAux+f9WqVaZ9b262D9u+SPp3+8jPB0zkx7jUpUuXrM6zpdzNNy8vL1WtWtXqfH3btm2mN1BllXfBggVq2rSpzpw5k5n+1ltvaffu3abzqbZt22rq1Kkut9XT4uPjTdcA2rVrp5o1a+ZJfQXx3D4/xkjc+btbtWqlatWq6ciRI5lp69atk2EYTj1IpzAc/548eVKvvvqqVZq3t7e++eabAr/vJ0gNAAAAAAAAudK1a1erIDXp3xt+bIPU0tPTtWrVKqu07AY9O3funBmkllGmvSf72wY92Xu7W4atW7ea0lq2bJllG3LSqlUrq8F4wzC0bdu2Av3UKmfs379fly9ftkrLzcXiFi1aeCRIrUSJEho1apTefvvtzLQlS5bo1KlT2QbjzJ8/3/T777///hzrs13PKlWqpHLlyjnZ6n+1aNFCXl5eVjdN21uPizJX1zkvLy81adLEqt/Zu3evrl69ajd4yfYCye7dux266SIr19+sLf17cSYlJUW+vr4ul5kf7AUDO8I2kDC/L9wXtOUXHh6uChUqOF2v7e+wWCxq27at0+VksBdscP78ebvfHTlypCZOnJg5nZiYqAEDBqht27YaPny4br31VpfeKJSXLl++rJ07d1ql/f7777la9rY3o2Y1v7Zs2WJKc7W/Kl++vMqXL2910b+wyU3fUdCD1Owt69weP14fpCb9u2/PjyC1wtrHu9JuewHu2bXb9kYgSS4vk1KlSqlGjRo6ePCgS/nd4eDBg3r99df17bff5np5ZReA5OXlpWHDhmn69OmZaRcuXFCnTp3Us2dP3XvvverTp49CQ0Nz1Ya88O233+qDDz7QypUrTQGKzsgpQCuvuHKzVGBgYJ6Uk9M6Znt8c+nSpVztqxMSEkxp58+fdzhIzc/Pz6VjGmf7FXezPQ/08fFx+g2uGapWrarw8HBFR0dnWX5OLBZLrpajJ9negO7l5ZWrY25npKena86cOfr444+1adOmXJXlqf6nsMmv/t52vZLk9Bsv4ZzCvD0VtLFDV8cwCgLm5f/x5JiSPffee69Wrlyp2bNnZ6Zdf70nw4ABA9z24J7cHB/ZO//bsmWL3Tdi2rvR/qGHHlLx4sVdqluSrl69ajXtzLyWXD9/LeoK6zhIXqhatapL1yayOg/KKkgtq+Bhd76B2dntI7fyY1xq3bp1pmPVqVOnasaMGU7XncF2XMqZ+RYeHq4vv/xS3bt3z3wQg2EYWrZsmdX3QkJC9PXXXxf4617Z2bhxo+lhE3l5HF/Qzu3za4zE3fdotGzZ0ipILS4uTocOHXJqnKsw7Du///570zHZ448/bnrLZEFEkBoAAAAAAAByxd5TpqKiokxp27dvt3q6ZN26dVW2bNksy+3cubM++eQTqzLHjBmTYz3ZPfXK3gB8Tm/Fyk79+vUdqqOwun5QO0OdOnVcLq9u3bq5aU6uPPDAA5o2bVrmRZ7U1FR9/PHHmjJlSpZ5Zs6caTVdtmxZ9e3bN9t6DMMwBbfkZh0LCAhQ5cqVdezYscy0orSOOSK369z1QWqGYej8+fOmt4EkJycrJibGKi02NtbtNyldvHgx236vIHDlzUCSTBchU1NT3dEchxTE5efqcj558qTVdGpqqtXbzdzhwoULdtPHjx+vL774Qhs3brRKX79+vdavX6/7779fNWvWVGRkpFq2bKnIyEg1btzYrTcYOOvMmTOmi/fR0dF291+uymp+5cU+sjAHqbmr70hJSXFHc9yqKB0/Ftbl5Eq77d0ck1277W3rERERTteboVq1ah4LUnvppZf02muvKSkpyS3l5XQz3nPPPafFixeb3jj4+++/6/fff5fFYlGDBg3Uvn17tWrVSh07dsxVf5lbp0+f1tChQ/Xnn3+6pTxP3awYHBzsdB5724U7ysmpT7A9vrl69WqeHN84eiOSu/pCKX/7Q9t9RbVq1eTn5+dyefXq1bM6nnF2XxQQEJCrNxd70rlz56ymIyIi7AZxutvevXt1zz33uO0t20XhZum8lN/9ve16JUmNGjVyS90wK8zbU0EcOyzoY1VZYV5a8+SYUlbee+89bdy40fSAoQw1atTQnDlz3NE0SVKVKlVcPj6yd+0iq/El23ktyeqtW+7g7LwODw93a/1FRWEdB8kL+XUeZG/7yKoPcJWz20du5ce4lL35ZjvOklvOzrfOnTvrpZde0rPPPmv3/xaLRZ9++qnpelthk9/H8QXt3D6/+ob8GmN3JkitMOw77d0L48gDdQsCL083AAAAAAAAAIVbzZo1VblyZau0HTt2WAWkSbJ645iU/VvU7P3fNn9WadkFqdm2SZLDT1u3x94NfbYXxgszewEe9p6M5qjc5M2t6tWr66abbrJKmz17dpaBNOvWrTNdxB89enSOTwOMj483PXEvN+uYZF7PitI65gh3r3P21uv8uqh57dq1fKknNwrjEy8L4vIrVaqUS3Xkx2/J6ncUL15cS5cuzfZtoAcPHtS8efM0YcIENW3aVKGhoRo6dKiWLVuWq7cSuCo/5ldiYqLd9KK0j3SHwth3OKooHT8W1uWUH+22t5wL4zb94IMPavLkyW4LUJNyvhmvTJkyWr58uZo1a2b3/4ZhaNeuXZo1a5bGjBmT+ebr8ePHa+XKlW5rpyNOnTqlLl26uC1gQcrfwPzruWu7yI/tKz/6OGeO0wprX2jbT7n7PDMpKcn0Bo/suHq8WxDYrpOuBGs6a9euXercubPbAmqkonGzdF7xRH9vr6/Lj3XrRlTYt6eCOHZYWPt05qU1T44pZcXPz0/ffPON3cD24sWLa+HChW6dZ/kxjiwVzHldWLfjvFZYj/3zQn7Ni4K4feRWfsy7gjrfJk2apJ49e9r932OPPaZbb701t83yuPw+ji9o5/b51TcUxDH2wrDvPH36tNV0QECAqlat6qHWOIcgNQAAAAAAAORaly5drKbT09P1119/WaXZBpTZ5rFVtWpVq0G2M2fOaP/+/dmWabFYsg1+u3z5sinN398/23Zkx15ee3UUVvkxv/LThAkTrKZPnTqlJUuW2P3uhx9+aDXt5eWlsWPH5liHu+eZvfxFaR1zRH5so/YujqDwKIjLz8fHx6V8nv4toaGh+u233/T111+rRYsWOX7/4sWLmj9/vm655RbVr19f3333XT608v94cn4VtX0kssbx443BXlBXsWLFXC6vePHiuWmOS+bPn68PPvjAlB4SEqL77rtPn3zyiVatWqWjR4/q0qVLunbtmgzDsPocOXLEpbqrVaumjRs36qOPPnLoLWlnz57VRx99pC5duqhVq1Z2nwqcF0aMGKF//vnHlN60aVNNmjRJP/zwg7Zu3aqzZ88qPj5eycnJpnk0efLkfGlrUXH16lW3Bk3eyGz3Fe4+z7RXR3ZcPd4tCOLj462mAwIC8rS+lJQUDRo0yPT2Z0nq0KGDpkyZop9++kk7duxQdHS0Ll++rNTUVFP/M3z48DxtZ1Hiif7edr2SOMbPC0VheyqIY4eFtU9nXlrz9JhSVg4dOmQ3MKJMmTK5enu1Pbk9V7dYLFZpWS3/gjivC+t2jKKnIG4fhUFBnW8JCQk6evSo3f85cv2gMLB3HJ+X54gF7dw+v9i2yWKx5Ort7O743YVh32kbeOfqm+88oeDPXQAAAAAAABR4Xbt21eeff26VFhUVpTvuuEPSv0Frq1atsvp/Tm9Sy/jOZ599ZlVmxk2Pp0+fNt1w0qBBA4WHh2dZXmBgoCntypUrObYjK/by2qujsMqP+ZWfbrrpJtWsWVMHDx7MTPvwww/Vt29fq+9duHBB33zzjVVanz59VKVKlRzrcPc8s5e/KK1jjsiPbbREiRKmtIkTJ2ratGku1438U5SWn+1vadq0qVufDu8Ii8WiQYMGadCgQdq7d6+WLVumlStXau3atdk+0XX//v0aMGCAxo8frw8++MB0Y09esLfsp0+frv/85z95XndW/b2rT9/09D4SWeP48cZg76n5ly9fdvnJyfZucMlLKSkpevLJJ03pTz/9tF544QW7/aU9uXkauY+Pj8aOHauxY8dqy5Yt+uWXX/TXX39p/fr12c6PzZs3q3v37nr55Zf17LPPulx/TpYuXarly5dbpYWHh+uzzz5T7969HS6nMLwZtyDx8/OTl5eX1RtX77zzTv3www8ebFXhFBgYaPU2D3efZ2bUcSMoVaqU1Y1eCQkJeVrfrFmztHfvXqu0GjVq6KuvvlLLli0dLof+xzGe6u/tnQdcuXIlz4MgbzRFYXti7NB9mJfWCsKYkq2TJ09q6NChMgzD9L/Tp09r+PDhWrx4sdvGkHJ7rm7bzqyWv73zq0uXLuX6bThAUWC7fQQFBRXYAKyCxF6/sn37djVp0sQDrfk/Y8aMsfvwB0kaN26cWrVqpRo1auRzq9zL3nF8Xp4j3qjn9rZtMgxDV69edTlQrbD87tyyfeNzYXpDKG9SAwAAAAAAQK517drVlHb9W862bdtmNeBau3ZtlS9fPsdybQPZri/T3tP27bXjevZuMr2+Xc6ylzc/nmBlOyCZV+xdVI2Li3O5vNzkdQeLxaIHHnjAKm358uVWQWuSNHfuXCUmJlql3X///Q7VUapUKXl7e1ul5WYds5c/v56Sll/rWU7cvc7ZW69DQ0NNaa6+SQT5rygtP9vf4unfUa9ePT322GNavHixzp8/rwMHDmjOnDkaOnSo3fkuSTNnztRrr72WL+3z5LIvavtIZK2oHD8ie/aWc3aBuTnJTV5XrFy5UmfOnLFKe+ihhzR16lSHA9Qk89N5XdWiRQs9++yz+vXXX3Xp0iXt3LlT77//vgYMGGD35h/DMPTcc89pwYIFbqnfni+//NJq2tvbW0uWLHEqYEFy3zy6UXh5eZn2mZ4+vimsbPspd59nFi9ePFdPMS9MypQpYzWd1zfN2vY/gYGBWr58uVMBNRL9j6M81d/brldSwX0jRmFWFLanojR26GnMS2sFbUwpNTVVgwcPzvbc6KefftLbb7/ttjrzYxxZsj8eldWbhoAbje32ERsbm+u++UZQEK9xfPDBB/r666+z/H98fLwGDRpU6N+ent/H8TfquT1j7DcegtQAAAAAAACQaxEREYqIiLBK27lzZ+YF/+uDyyTH3qJm73vXl2NbppRzkFpYWJgpzfbpu87Ys2ePKS2rm/Yl+0+3ciUQKL9uerX3Vrr9+/e7XN6+ffty0xy3GDlypNXgvGEY+uijj6ymZ82aZZUnIiJCN910k0PlWywW0wWN3KxjV65c0fHjx63SslvHpH/fYnE9V4PN8vvm6qwcOHDA5by266vFYrE7/wIDA003cO/cudPlepG/itLyK1u2rNV0XFycqQ/wpFq1amnUqFH67LPPdPbsWS1ZskStWrUyfe+1117T+fPn87w9tvNLyr9lXxT3kbDP08ePyB+VK1c2pf39998ulWUYhnbt2pXbJjnl999/t5r28vJy6a1khw8fdleTrNrSqFEjPfDAA/rmm28UHR2tL774QrVr1zZ996mnnlJqaqrb2yCZ59FNN92k1q1bO11OXsyjos52f33gwIFCfxObJ9juj44cOZKr+Wi7P7qR9kXlypWzmj569KguX76cJ3UlJCRo3bp1VmnDhg0zjaE5gv7HMZ7q723XK6nwnpcWVEVleyoIY4dFBfPSWkEbU3rmmWe0du1aq7R27dqZ3nIyadIk07btquPHj5sePucoe2M69sZ+JM+ORwEFHduHawrafNu2bZseffRRqzR/f3916NDBKm3r1q167LHH8rNpbpffx/E36rk9Y+w3HoLUAAAAAAAA4Ba2AWKGYWjlypWSzAFlXbp0cajMGjVqqFKlSpnT586dyxywtC3TYrHkGPzWvHlzU9rmzZsdaos9mzZtMrXBXh0Z7L01ID4+3ul6bd/8lVfq1KmjgIAAq7QtW7a4XF5u8rpLUFCQ7rnnHqu069+ctnz5cv3zzz9W/x83bpy8vBwfSrVdB06ePKlz58651N4tW7YoPT3dKq1FixbZ5rFdz1xZx6T8W89y4up6k56eru3bt1ul1atXL8snCNretHbkyJFcBZwgfxWV5Wfv5smff/7ZAy3Jmbe3t2699VatXbtWN998s9X/rl69ql9++SXP2xAeHm66IXHNmjV5dpPx9ez1xa72V2fPnjW9AQkFR14fP0o579uR9+z1v+vXr3eprD179rh8/OWqEydOWE3Xrl3b7g1OOXHXzaHZKV68uO666y5t2bJFzZo1s/rfqVOnXJ7v2UlOTlZ0dLRVWseOHZ0uJy0tTRs3bnRXs24YttvXtWvX7D50Btmz3R+lpqaaznccdfz4cdM2cSPti9q1a2c1nZ6enmf93+nTp03n9K70P9HR0QSpOcCT/b3teiX9e24C9ylK25Onxw6LEubl/ylIY0pLly7VW2+9ZZVWrlw5/fDDD6YHxKWmpmrIkCFuecNhamqqy4EF9sZ0slr+BWleAwUN24dr2rRpY0rz1HyLj4/XwIEDTYFTH3zwgX788Uer6/aS9P777+vbb7/Nzya6VatWrUwP/8zL4/gb9dw+r8fYg4KCVKNGDZfLK6heeOEFTZs2LfPz3HPPebpJDiNIDQAAAAAAAG5h7y1mUVFRSktL06pVq6zSHX2Tmr3vRkVF6dSpU6YAmiZNmigkJCTbspo3by4/Pz+rtB9//FFpaWkOtyfDuXPnTL+rTp062bYhKCjIlObKTREZwX95zcvLy/SGnKioKMXGxjpd1p49e3L1Rix3mjBhgtX0hQsX9M0330iSPvzwQ6v/FStWTKNGjXKq/Pbt25vSXL1Ak9GunMq/nu165so6durUKR06dMjpfHkhKipKcXFxTudbvny56Qbxtm3bZvn9nj17mtLmz5/vdL1wnO2FP0ku9cdS0Vl+hfF3+Pj4aOrUqab07G4Kcuey79Gjh9V0cnKyFi5c6FJZzmjWrJnpmOKHH35wqazvvvvOHU1CHilbtqyqV69ulRYVFeXSDXTJyclavHixVVpAQIAaN26cqzYi9+wdx3/11VcyDMPpshYsWOCuZjnM9u2VOZ0X2ZOSkqIff/zRTS3KWUBAgCZPnmxKz4unVdt7u6cr82jZsmVKSEhwR5NuKIXx+MadbI97XD3m8fR5ZlFi78FJn3/+eZ7U5a7+5+uvv3ZHc4o8T/b3HTt2NG3vX3zxhcvbfFHirvO/grA9eXt7W03Tp3se8/L/FJRjrhMnTmjYsGFW51JeXl764osvVLZsWQ0ZMkTjxo2zynP8+HENHz7cpfMvW66e03z//femtKzGktu3by9/f3+rtKVLl+rSpUsu1V0QuHOsDq4pKsvAXl/09ddf59lb04uKqlWrqmbNmlZpGzdu9Mh11dGjR5uuD44cOVLDhg1TaGiovvrqK9P6et999zl9TbGgrPOBgYGmAKr169ebHmjqLjfqsYvtW/gk13/3li1bdOTIEau0tm3bymKxuFSeq9w13pOdUaNGaeLEiZmfESNGuL2OvEKQGgAAAAAAANzCXpDaihUrtG3bNqsAk5o1a6pixYoOl2sbpLZixQpFRUU5VL8tX19f0/fOnj3r0oXLWbNmmS6q9OrVK9s8derUMaU5+2TmuLi4fLn5PoPt23GSkpJcunnL9gmpntS4cWPTk5Znzpyp06dPa8mSJVbp/fv3V3h4uFPl9+7d25Q2a9Ys05N4cxIXF6cvvvjCKs3eOmzLdj3bvHmz03UXpOWVmJjo0g0VH3/8sSnNdn2+3u23325Ke/fdd93yFF/YFxgYaEpz9cbvorL82rRpY3rzzerVq7V8+XIPtcgxdevWNaVlF1zqzmV/xx13mNJeffVVJScnu1Seo3x9fdWtWzertA0bNujvv/92qhzDMDRnzhx3Ng15wHbfnpSUpLlz5zpdztdff60LFy5YpXXr1s10syvyn8Vi0cCBA63Sjh8/7vRNzJcuXdLs2bPd2TSH2N4gae8m7px88cUX+f5WR2f3H66ynT+Sa/PonXfecUdzbji9e/c2BXZ/+eWXhfKtt66wPe5x9Zine/fupv3F559/ritXrjhVTmpqqt1zpZzGM4qSzp07Kzg42Cpt4cKFOnbsmNvrckf/k5KSovfee89dTSrSPNnfBwQEqHv37lZpx44dy9cxvILKXed/BWF7clef7umxw6KEefl/CsKYUkpKigYPHmwaj5syZYrVvJw+fbqaNm1q9Z2ffvpJb7/9dq7b8Pnnn5ve/pOT3bt3m96q2qBBA1WuXNnu94sVK6abbrrJKu3y5ctuab+nuHOsDq4pKsugYsWKpjc5HTlyRPPmzfNMgwoR23Hu9PR0vfTSS/nahhkzZpgCnxo2bKgZM2ZkTnfo0EEvv/yy1Xfi4+M1aNAgp/rfgrTO9+3b12raMAzTG0Hd5UY9t69UqZLq1atnlbZ582a7bzLNyQcffGBK88Tvdte5QVFFkBoAAAAAAADcolKlSqanvO3atcv0FCxn3qJm7/srVqzQihUrTN9z9ILxgw8+aEp7/PHHdfXqVYfbdOzYMb3++utWaRaLxW7Z12vSpIl8fX2t0mwvfufkxRdfNL0dKi+NHDlSxYsXN7XB9gbr7OzZs8fugLEn2b5Nbe3atXrooYdMgYf333+/02W3bt1aLVu2tErbuXOnZs6c6VQ5zz77rOmC/qBBg3IMmrO9ABgdHa0//vjD4XqPHz+ud9991/GG5oMpU6Y49STaVatWmfqecuXK2Q1mydCoUSNToFN8fLyGDh3q9I0tcExgYKDpSYOuvPlPKjrLz8fHR0899ZQp/b777lNMTIwHWuQYe0ENYWFhWX7f9qZgyfVlf8stt5hubDpy5Ij+85//uFSeM8aPH29Ke/jhh50qY86cOdq2bZu7moQ8Yu8Y7+WXX3YqoCc+Pt7u9v3QQw/lqm1wH3vHfY8++qiio6MdLuORRx7xSH9dvnx5q+kDBw7o6NGjDuc/d+6cHn/8cTe3KmfO7j9cVbp0aZUsWdIq7bfffnOqjNmzZ9s9D0XOQkNDNXbsWKu0tLQ03X333bp27ZqHWpV/bI97XD3mqVChgunGuXPnzunFF190qpzp06ebAgQ7dOigZs2audSuwqhkyZKm/W9ycnKenDvY9s+S8/3Piy++mGdP8S9qPN3f2zvWe/jhh/M9CLygcdf5X0HYntzVp3t67LAoYV7+n4IwpvT000+bgr169OihZ5991irNz89PCxcuNN3c/cwzz2j9+vW5asPJkyf1xhtvOJXH3liOvTGf69n+Jkl64403tHr1aqfqLijcOVYH1xSlZWBv+3j88cc98lawwuSxxx4zPeBlwYIF+fZW5S1btuixxx6zSvP399fChQtNx9hPPfWU6aGQW7duNeXPTkFa5++//36VKlXKKu3jjz92+ljTETfyub29MfYJEyY49SbVjRs3moJe/f39NXLkyNw2z2m263BsbGyhfququxGkBgAAAAAAALexDRQzDEPvv/++VVqXLl2cKrN27dpWNyHExMSYBuS9vLzUqVMnh8rr06eP6Yn9R48e1d13320KULLn0qVLuuOOO0xBbbfddptq166dbd7ixYubfv/atWv13XffOdT2zz//XNOnT3fou+4SGhqqu+++2yrtwoULGjBggBITE3PMHx0drf79+yslJSWvmuiSfv36qUKFClZp33//vdV0/fr1TW9cc9Sjjz5qSnv88ce1cuVKh/J/8sknpsA+i8WiRx55JMe89t4W9vTTTzu0DC5duqQBAwYoNjbWoXbml/Pnz2vgwIEOPYUxY3u2df/995uCRG299NJLpicYLlu2TCNHjnRofbdn9+7dGjZsGBcm7PDy8lL9+vWt0n799VeXbwwtKsvv/vvvV6VKlazSjh8/rptvvlknT550qcyYmBg999xz+v333+3+f+3atfrf//6ny5cvu1T+//73P1NakyZNsvx+5cqVVbp0aau0ZcuWuVS3xWIxPblV+vcNmZMmTXJ5fVq3bp3dvuR6t9xyiylAf8WKFZo0aZLDdUycONGl9iF/NWjQwPQ01ri4OPXt29eh7SYpKUkDBgww3aDcuHFj9ejRw61theuaNGliCng+c+aMevToodOnT2ebNy0tTY899pg+/fTTvGxiluwds9q7QdWeixcv6tZbb3XpTTOLFy/W3LlznX5TQQZ7D0bIbv+RG5GRkVbTK1ascHjf88svvzgdhAxrkyZNMr0BZ+vWrerbt6/Lx1nHjh3TQw89pF27drmjiXmmUaNGVtO7du3SiRMnXCrL3vng22+/ra+++sqh/L/++qvdG0aduZHQ3UaMGCGLxWL1mTJlSp7X+5///EdBQUFWaatWrdJdd93lUp+W1VvYwsPDTWNFCxYs0I4dOxwqd+7cuZo6darT7bmRebK/79q1q2mffP78efXq1culczlnAs4LsoYNG5rSXDn/Kwjbk22fvnLlSqffepHBk2OHeaVLly6mPj0/3pxTFOelqzwxppRh8eLFpjdRli9fXgsWLJCXl/k25Vq1amnWrFlWaVm9ic1ZL7/8sn7++WeHvvvcc8/pzz//tEoLDg7W0KFDs83XrFkz9e/f3yotJSVFffv21V9//eVcg/+/pKQkzZo1S9OmTXMpf27Y9m+S62N1cI279pcFQd++fU0BxHFxcbr55pu1e/dul8q8fPmy3nzzTc2fP98dTSyQypcvbzeIZ9SoUQ5fR7aVlpamr7/+2u554PXi4uI0aNAgJScnW6V/+OGHprdfSf/uJz/77DPTPuf99983PUAyK+68RpBbpUuXNj30zjAMDR482KUHWERHR2f7cNyieG7viBEjRigkJMQqbf369aYHy2bl2LFjGjBggOmaz3333Wc6v88P+bHvtD22tlgsbi0/LxGkBgAAAAAAALex9zazhIQEq2ln36QmyRSAZltm8+bNTQPZWbFYLJozZ44pkGHRokXq1auXDh48mGXeDRs2KDIy0nTzQ1BQkN577z2H6h89erQpbdiwYfrxxx+zzBMXF6cnnnhCw4cPl2EYpifp5bX//ve/Cg0NtUpbsWKFunXrpr1792aZb/Xq1YqMjNS+ffskSSVKlMjTdjrDx8dH48aNy/Y7rrxFLcNdd92lPn36WKVdu3ZNt9xyi2bMmJFl0ERiYqImTZqkMWPGmJ4cN3HiRNNb0uxp3769KfBn69at6tevX7YX+KOiotSuXTtt2rRJkvJ9PctKRjv++OMPde/ePdunbf7666/q1KmT6aaLunXr6sknn8yxriZNmth90u5nn32mtm3basmSJQ490e/SpUv65JNP1KtXLzVq1Eiff/650tLScsx3I2rfvr3V9P79+zV69Ogsb/LMTlFZfhlPk7Z9i+WWLVvUvHlzzZgxw6G3jiQnJ+unn37SsGHDVLVqVb366quKi4uz+93o6GhNnDhRlSpV0vjx4/Xbb785FNiakJCgp556yhRAXbp0ad16661Z5rNYLGrXrp1V2vLlyzVp0iSn3liU4dZbb7X7NqrXX39dXbt2dfjmoDNnzui9995T+/bt1b59ey1evDjb73t5eWnWrFmmC4Ovv/66Ro0aleVN94ZhaPbs2brpppsyb2gsSPtI2PfBBx+YnvK+YcMGderUSVu3bs0y3759+9StWzfTDX2+vr6aM2dOnrQVrps5c6bpKbh///236tWrp9dff920f7p69aq+++47tWrVKvOGTF9fX4eO2dzppptuMq2fCxcu1OjRo7O9cfq3335T27ZttXnzZkkyPTU6J4cPH9aoUaNUpUoVPfroo1q9erVDwcHnz5/X8OHD9cMPP1il165dW61atXKqDY4aNGiQKW3w4MHZ3jyVmJiol156SXfccUfmvtfZeYR/lStXTp9++qlpn/nrr7+qRYsWmj9/vkMPjbly5Yq+/vpr9evXTzVr1tSMGTNcfhhBfrE93k1PT9fAgQMztztny7I9T01PT9fQoUM1ZcoU0w2FGdLS0vTOO+/ozjvvNH2nb9++pqe43whCQkLsrpMLFy5Uu3bttHz58hzLyDhvaNKkiSZPnpzl92z7n5SUFN10003Z3uwYGxur//znP7rvvvsy+1X6H8d4ur//7LPPTDde7tq1Sy1bttSsWbNy7OsyzuNuu+02devWzaU2FDQhISGmB4bNnTtX06ZNy/IcNSue3p5s+/S4uDgNHjw42/HRrHhy7LCoYV7+H0+MKUn/3jQ+YsQIqzRvb2998cUX2b6NbsiQIaYx+uPHj2deB3FWxjhySkqK+vXrp2nTpmW5/OPi4jR27Fi9+uqrpv9NmzbNoetNH330kapVq2aVdv78eXXv3l1PPPGEzp4961C7N2zYoMcee0wREREaN26cDh065FA+d2rYsKGpb5w6darmzZt3Q7z9uCBw5/6yIPjyyy9Nx0SHDx9WmzZtcuxTMqSnpysqKkrjx49XlSpV9OSTTzq8XRVWr7zyilq3bm2VdvXqVQ0YMECjR492uH/YtWuXXnjhBdWuXVtDhgzJMah/1KhRpreYjRo1KtuA3dDQUH355Zfy8fGxSr/vvvscaqe7rxHk1nPPPae2bdtapcXGxqp37956+umnHXrAzsaNG/XAAw8oIiIi299wo57b+/v768MPPzSlf/DBBxo4cKDOnTuXZd5ly5YpMjLS9NCfiIgIvfTSS25vqyPatm1rCsR/7LHHtGjRogL38F5P8Mn5KwAAAAAAAIBj7AWpXa969eqqXLmy0+V27tzZ9PY0Z+q11b59e02ePFkvvPCCVXpUVJTq16+v7t27q1u3bqpYsaLS0tJ04sQJLVu2TGvXrjVdHLVYLProo49UpUoVh+ru16+fWrRooS1btmSmXb16VX379lW7du106623KiIiQhaLRefOndP69ev1yy+/ZF6wsVgseuedd/TAAw849ZtzIywsTDNnztTAgQOtfv+6devUuHFjdevWTT169FDFihWVmpqq48ePa+nSpdqwYUPm9wMCAvTYY4/pxRdfzLd252Ts2LF65ZVX7A4U+/v75/i01JzMnTtXTZs2tXprypUrV/TQQw/pzTffVL9+/VSvXj0FBQXp/Pnz2r59u3744Qe7b7Fo3ry5U097fu2113TnnXdapf3000+qUaOGBgwYoFatWik4OFjx8fE6ePCgfv31V23bti3zu5GRkapataoWLFjg/A93s8mTJ+u5555TWlqa1qxZowYNGqhHjx7q3r27KlasqOTkZB09elRLliyx2q4yFCtWTHPnznU46O7RRx/Vnj17TIEDO3bs0O23364qVaqoa9euatq0qcqUKSM/Pz/FxcXp0qVL2rdvn7Zs2aLdu3c7dJMt/r3QOXPmTKu0uXPnau7cuQoLC1NYWJjpDXgtW7bU7Nmz7ZZXVJZfu3btNGvWLI0YMcKq342JidFDDz2k559/Xp07d1bbtm0VHh6uUqVKKSEhQbGxsTp69Ki2bNmibdu2Of1E9/j4eH300Uf66KOPFBgYqObNm6tZs2aqVq2agoKC5O/vr8TERJ08eVJbt27Vr7/+aveGgrfeeivHoKtRo0bpl19+sUp7/fXX9frrr6t8+fIKCQkxXeC+/fbbs7zgOG3aNB04cEC//vqrVfpff/2lzp07q06dOurSpYsaNGigkJAQ+fr6KjY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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q5_df.plot.barh(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "4845139d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q5_df.mean(axis=1).plot.barh(ax=ax, color=colors['participants'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "e4bfe195", + "metadata": {}, + "source": [ + "#### \"Would you recommend this program to others?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "a50809d9", + "metadata": {}, + "outputs": [], + "source": [ + "participant_q6 = {}\n", + "other_answer = []\n", + "col = \"Would you recommend this program to others?\"\n", + "answers = [\n", + " \"Yes\", \n", + " \"Maybe\",\n", + " \"No\"]\n", + "for c in participant_df:\n", + " participant_q6[c], oa = get_question_possible_answers_counts(col, participant_df[c], answers)\n", + " other_answer += oa\n", + "participant_q6_df = pd.DataFrame.from_dict(participant_q6)\n", + "participant_q6_df = 100 * participant_q6_df / participant_q6_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "4ea072da", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(participant_q6_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "e85e3f71", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q6_df.plot.bar(ax=ax, colormap=colors['participant_colormap'])\n", + "plt.ylabel('Percentage of answers')\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "082702d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q6_df.mean(axis=1).plot.bar(ax=ax, color=colors['participants'])\n", + "plt.ylabel('Mean percentage of answers')\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "5b6038f8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "participant_q6_df.mean(axis=1).plot.pie()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "f26f1af3", + "metadata": {}, + "source": [ + "### Mentors" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "a0bf725a", + "metadata": {}, + "outputs": [], + "source": [ + "url = \"https://docs.google.com/spreadsheets/d/1JOnjaojSYz8J0Yg27IS73MtraIL36BgtavJWlvBuGtI/export?format=csv\"\n", + "cohort_gid = {\n", + " 'OLS-1': '922543579',\n", + " 'OLS-2': '293719636',\n", + " 'OLS-3': '901891477',\n", + " 'OLS-4': '186857041',\n", + " 'OLS-5': '0',\n", + " 'OLS-6': '227796069',\n", + " 'OLS-7': '1608148546'\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "4c4e8a71", + "metadata": {}, + "outputs": [], + "source": [ + "mentor_df = {}\n", + "answers = {}\n", + "for c in cohort_gid:\n", + " mentor_df[c] = (\n", + " pd.read_csv(f\"{url}&gid={cohort_gid[c]}\")\n", + " .dropna(axis=1,how='all')\n", + " .fillna(\"\")\n", + " .replace(c, \"cohort\",regex=True)\n", + " .replace(\"I am not sure yet, but ask me later when you have launched OLS-2\", \"I am not sure yet but ask me later\", regex=True)\n", + " .replace(\"I am not sure yet, but ask me later when you have launched cohort\", \"I am not sure yet but ask me later\", regex=True)\n", + " .replace(\"I am not sure yet, but ask me later\", \"I am not sure yet but ask me later\", regex=True)\n", + " .replace(\"Yes I'd like to return as a collaborator to run an OLS cohort for my network\", \"Yes I'd like to return as a collaborator to run this program in my network\", regex=True)\n", + " .replace(\"No, I would not be able to return to OLS-2\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"No, I would not be able to return to cohort\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"No, I would not be able to return to OLS-4\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"I would not be able to return to OLS-3 but I am hopeful to return to OLS-4 with an active role.\", \"I would take a break but please keep me informed about the next cohort\", regex=True)\n", + " .replace(\"No, but only because I really would not have the time\", \"No I would not be able to return\", regex=True)\n", + " .replace(\"Maybe in OLS-7?\", \"I would take a break but please keep me informed about the next cohort\", regex=True)\n", + " )\n", + " answers[c] = mentor_df[c].shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "1bf63e40-af57-4ef8-b9ca-abe441ab3390", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Number of answers to the survey')" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "answer_s = pd.Series(answers)\n", + "answer_s\n", + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "answer_s.plot.bar(ax=ax, color=colors['mentors'])\n", + "plt.ylabel('Number of answers to the survey')" + ] + }, + { + "cell_type": "markdown", + "id": "8e99bf67", + "metadata": {}, + "source": [ + "#### \"How were your overall mentorship training and support experience in OLS?\"" + ] + }, + { + "cell_type": "markdown", + "id": "065f8ab5", + "metadata": {}, + "source": [ + "Possible answers:\n", + "- I felt supported as a mentor and the training offered in the cohort was adequate\n", + "- I felt supported as a mentor but the training offered in the cohort can be improved\n", + "- I enjoyed my participation and did not find the experience overwhelming\n", + "- I found the mentorship responsibilities overwhelming\n", + "- I did not feel supported as a mentor\n", + "- Other" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "98b14f0a", + "metadata": {}, + "outputs": [], + "source": [ + "mentor_q1 = {}\n", + "other_answer = []\n", + "col = \"How were your overall mentorship training and support experience in OLS?\"\n", + "answers = [\n", + " \"I felt supported as a mentor and the training offered in the cohort was adequate\",\n", + " \"I felt supported as a mentor but the training offered in the cohort can be improved\",\n", + " \"I enjoyed my participation and did not find the experience overwhelming\",\n", + " \"I found the mentorship responsibilities overwhelming\",\n", + " \"I did not feel supported as a mentor\",\n", + " \"Other\"]\n", + "for c in mentor_df:\n", + " mentor_q1[c], oa = get_mcq_possible_answers_counts(col, mentor_df[c], answers)\n", + " other_answer += oa\n", + "mentor_q1_df = pd.DataFrame.from_dict(mentor_q1)\n", + "mentor_q1_df = 100 * mentor_q1_df / mentor_q1_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "61b14005", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "f30d4ac7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['I missed out on some mentor trainings (due to scheduling conflicts',\n", + " 'and my feeling comfortable from previous experience mentoring for MozOL)',\n", + " 'but the ones I attended were great! ',\n", + " 'It would have been good to maybe have a reflection / consolidation session for mentors at the end of the programme but I really appreciated the training organised and the support from other mentors ',\n", + " 'I found the experience frustrating. I think that the mentees and I failed to clarify and describe what we expected from the relationship. My feeling through the whole program was that they were looking for a mentor who gave them specific knolwedge',\n", + " 'ideas for solutions to their problems - while I wanted to be more of a coach',\n", + " 'someone to listen and provide structure to their discussions. I was left feeling that i had done a poor job as a mentor.',\n", + " 'I found mentoring this project really inspiring. Sometimes Annalee had queries I did not know the answer to but the community allowed me to suggest others for her to engage with (thanks all!) and we talked through the challenges together.',\n", + " 'I could not invest as much time as I wanted. I understimated the issue of getting to meeting in the evenings due to time differences',\n", + " 'Due to circumstances',\n", + " 'the mentees were not able to fully engage with the project and OLS in general.',\n", + " 'enriching and overall great. ',\n", + " 'I expressed some doubts and insecurity about the future relationship with my mentee becasue of age and gender difference and it was great to have Paz and Mayya checking in about how it was going :)',\n", + " 'Some more (structured) communication between mentors would be great.',\n", + " 'For this round of mentoring I found it tougher to engage because of other commitments. ',\n", + " 'I felt supported as a mentor and the training offered in the OLS-6 was adequate',\n", + " 'Maybe it could be useful for future mentors to plan their training before they meet their mentees for the first time so they feel more confident. ']" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "a3dc26e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(mentor_q1_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "d82988e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q1_df.plot.barh(ax=ax, colormap=colors['mentor_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "53f8498a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q1_df.mean(axis=1).plot.barh(ax=ax, color=colors['mentors'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "21cd134e", + "metadata": {}, + "source": [ + "#### \"How was your overall experience with the mentoring calls with your mentee?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "b2e74e66", + "metadata": {}, + "outputs": [], + "source": [ + "mentor_q2 = {}\n", + "other_answer = []\n", + "col = \"How was your overall experience with the mentoring calls with your mentee?\"\n", + "answers = [\n", + " \"Mentoring calls were not structured or constructive\",\n", + " \"Mentoring calls were somewhat constructive\",\n", + " \"Mentoring calls were mostly constructive\",\n", + " \"Mentoring calls were always constructive\"]\n", + "for c in mentor_df:\n", + " mentor_q2[c], oa = get_mcq_possible_answers_counts(col, mentor_df[c], answers)\n", + " other_answer += oa\n", + "mentor_q2_df = pd.DataFrame.from_dict(mentor_q2)\n", + "mentor_q2_df = 100 * mentor_q2_df / mentor_q2_df.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "7b909adf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(mentor_q2_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "fab8e5ac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'How was your overall experience with the mentoring calls with your mentee?')" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q2_df.plot.barh(ax=ax, colormap=colors['mentor_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "5f9885d9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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PICAgQBk8eLDN4yqOOt+19bhcGr+P9qDfSL/RHGeNHxtz+fJl5bnnnlOio6PN1uvl5aV06tRJ+fnnn5WCggKH1G1JXFycph3WXBMqTQQ3AwAAAABUykJw82effabrYoDhq0OHDsr+/ft11fHdd99p8p85c0ZX3rffftto/WPHjtWVPzc3V/H391flff7553XltcaoUaNUddSuXVt33l69ehldxx9++EFX/s2bN2vyrly50uTyhw8f1hXsZ25QbcKECbqDN0s6c+aMEhsba9cA29SpU62uV493331XU9eKFSvsKrNhw4aq8qpVq6YrkO/EiRNK7969rd42/v7+yhtvvGHVQJ07Bzd/9913ip+fn8MGXG2xevVqzeeo51WjRg3dN4JMmTJFk3/Pnj12tduwzZUrV9YdRPrTTz/puhBt+AoPD1d+/fVXq9pp6juTlJSk61hh7GLVJ598ornhw5pXSEiI8ttvv1m1HopStoObCwsLlU8++UQTaK/nVbNmTWXNmjUW68jPz1e6dOmiyf/iiy9a1dZ169ZpLnYFBwebvYBn7ji3bNkyiwGfJV+VKlVSfvnlF6vabGjFihUWbygz9goICFA++eQTq+oyFVBx/fp1ZdiwYRbrLK3g5osXLyr33Xef2YuIpl6DBg1Srl69qrsuc/vYhg0blKpVq+qu29fXV/njjz+sXt8i+fn5yltvvWU2kN7cq1y5csr27dt113f06FGjASSWXp6ensr48eOVGzdu2LyuehkGTvj6+uruYz700ENG2//666/ryn/hwgVN3m+++cbk8u4e3JyamqrcddddVtXx4IMPKnl5ebq2l61cEdxcUFCgvPTSSxZvHij5atWqlXL58mWb19OZxzV7mfsuT58+XdeNr0Wvxx57THNDaE5OjvLoo4/qLsPLy0uZM2eOzevjjH5MSc7eB50VpOLMc1Bz2/HYsWNK06ZNLdbrjOBmZ/cTPv30U834lblXWFhYccCuOwQ3nzx5UhkyZIhNx0ERUZo1a2axjs6dO9tcvogoHTt2tCno19nBzTdv3lQefvhhxdPT0+Z1bd++vdXrqZfheIE9Y7RFL1vHicuXL69kZmaaXN7dg5udfZzR6/z585pAxZEjR9pVprGb8M2NXxfJz89XXn75ZYvjg8Ze/fr10/3dKuKuwc32/D7ag36j+hhOv/H/OHP8uKScnBzl5ZdftqrPVPRq2rSpsm/fPpvr1mPfvn2avoq/v7/DgrrtRXAzAAAAAEDFnYOb8/PzlYcfftiugY7AwEBdAzpnzpzR5P3+++91tbNbt25G665evbqu/Bs2bNDktXYQSo/Zs2dr6jlx4oTFfDdv3lR8fX2NruMDDzygq+7XX39dla9ChQpKdna2yeWNfXdsebVr186qWZRPnTpl04CX4au0gptTUlI0s0wMHDjQ5vLWrFmjafsbb7xhMV98fLwSERFh1zYaNmyY7oAkdw1ufv/993Wta2kGN8+cOdPirBPmXh4eHsr7779vsZ7du3dr8v73v/+1ud3GbnjQs98UFBQojz/+uN376CuvvKK7rca+M5cuXVLq1Kmjqy5jQcCGF5Bt/eymTZtmzWYvs8HNN27cUEaMGGHX9vLy8lJmzJhhsa4LFy4o4eHhmm2tdxa1pKQkzZMSRCzPfmLqOLdkyRKb9nEPDw+zAZDmfPDBB3YFKYiIMn78eN3BiMYCKjIzM5V27drpqqs0gpv37t2rVKtWza5tUL9+feXo0aO66jO1jy1dulT3EyQMv++23Px07do1pWfPnnYfn/QeH1avXm1zEHXRq127dkpSUpLV62qN9evXa+rV21c3NWtbly5ddOX/4YcfNHnN9d/dObg5JSVFV7CDsdf999+va3vZytnBzQUFBcr9999vUz0NGza06aKzs49r9jL1XTZ1Y7GlV8mbh3Nycmy+qcKWYC1n9mOKOHsfdEaQirPPQU1tx8OHD+sONirt4GZn9xNefPFFm7+/S5cudXlw89q1a20KFCv50hP4a+++ICJKZGSksnfvXqvWz5nBzTk5OUqPHj3sXs/SDG4eM2aMqi57xmiLXraOE1vq97lzcLOzjzPWuvvuu1X1li9f3uZzA2NPzKtbt67FJ+ZlZWVZHQBq+KpSpYpVwYzuGNxs7++jPeg3ave/f3u/0RXjx0WuXr1q97l2xYoVlSVLllhdtx5ZWVlKy5YtNXU++uijpVKfLbwEAAAAAIAy4uGHH5aZM2dq0n18fKRPnz4SGxsrlStXlhs3bsjp06fljz/+kP3796uWzcjIkL59+8ratWulU6dOJuuqUaOG1KtXTxITE4vTVq9eLePGjTPbxhs3bsiWLVuM/u3cuXNy9OhRadiwodkyVq9erXrv6+trtq226tmzp9G6H374YbP5Nm/eLDdu3DD6N8O2m2K4XMeOHcXX11dXXhGRkJAQadu2rTRu3Fjq1q0rgYGBUrFiRblx44akpKRIQkKC/P3333L27FlVvh07dsiECRNk/vz5uuoZN26cnDt3TpPesmVLiYuLkwYNGkhwcLCUL19erl+/LqmpqXLkyBHZv3+/xMfHS0FBge51skWlSpXknnvukdmzZxenLVu2TM6dOyfVq1e3uryvvvpK9d7Ly0smTJhgNs/hw4clLi5OMjMzNX+rX7++DBkyROrVqyeBgYGSlJQkO3bskCVLlmiW/+233yQnJ0eWLFkiHh4eVrfd1f7++2959913i99XqFBBunXrJnFxcRIVFSVeXl5y/vx52b59u9Ft5Qg//vij0WOUh4eHdOjQQfr27SvVq1cXLy8vuXDhgqxatUrWrVun+p4qiiLPPvuseHh4yNNPP22yrlatWknLli1l7969xWk///yzfPjhh1K+fHmr217yO1xk7NixFvPdf//98uuvv2rSq1SpIj169JBWrVpJWFiY+Pj4yLVr12TPnj2yYsUKzbHhjTfekPDwcJk8ebLVbS8sLJQRI0bIyZMni9Pq1Kkj/fv3l0aNGklYWJhcvXpVTp06JQsXLtRVZsOGDaVFixbSuHFjqVy5sgQEBIi3t7dcv35dzp49K3v27JG///5bdSxWFEVeeOEFadasmfTv39/q9Sgr8vLypHfv3rJx40bN3+rWrSvdunWT5s2bS2hoqHh5eUlKSors3LlTli9fLsnJycXL5ufnyyOPPCJRUVFy1113mayvSpUq8tNPP0nfvn2lsLBQRG5t61GjRsnevXulatWqJvMWFhbK/fffL5cuXVKlP/HEEzJo0CBrV11OnTolU6ZMkfz8fBG5tW937NhR+vXrJ9WqVRMPDw85d+6crFixQjZv3iyKohTnVRRFJk6cKJUqVZJhw4bprvO5556T9957T5MeGhoqvXr1kjvuuEMiIiLEz89P0tLSJCEhQf766y85evSoavnvv/9egoOD5cMPP7R6vUVu9QF37NhR/L5KlSrSr18/ad68uUREREhGRoacOXNGlixZYlP55sTHx0u3bt00x25PT0/p0qWLdOzYUWrXri3BwcFy48YNOX/+vGzYsEHWrFmjOr4eP35c+vXrJ7t27ZKgoCCr27F37155/vnnJS8vT0Ru9Q979OghsbGxxb8z586dk7///lvWrFmjypufny8TJkyQhIQE3XWnp6dLx44d5ciRI5q/lS9fXjp06CBxcXFStWpVCQkJkaysLElOTpa9e/fKtm3bVMdEPZYuXSrDhg0rXr8i3t7e0r17d2nfvr1Ur15dgoKCJDMzU06fPi1r167VHAt27NghgwcPln/++cem3yM9OnToIP7+/pKVlVWctnr1aunevbvZfKdOnZJTp04Z/du2bdskMzNTKlasaLYMwz507dq1pU6dOjpbbl69evUkLS1NRESSkpLk8uXLqr+3aNHCYhmhoaG66srPz5chQ4bIwYMHi9NatWolffr0kTp16khwcLBcu3ZNtm/fLosWLZL09HRV/rlz58rgwYPl7rvv1lWftaKioorXNzMzU06cOKH6e926dS1+VjVq1NBd34svvihz584tfl+9enXp37+/NGvWTMLCwiQzM1MOHz4sv/32m+Y7dPToUXnuuefkiy++0F2fuxzX7LV48WJ58cUXi99HRkbKgAEDpHXr1hIWFibXr1+Xffv2yfz58zXf53fffVcGDx4s7dq1k0mTJsmKFSuK/9aoUSMZMGCA1K9fv/i7uGnTJlm4cKHk5OQUL1dYWCgTJ06UuLg4CQwM1NVmZ/djTCntfTA0NLR4H8rNzZXDhw+r/l69enWLx4t69eqZ/Ju7nINmZ2fLwIED5erVq8VpTZs2lb59+0rdunUlJCRErly5IseOHZMFCxZYXb41nN1P+OSTT+Ttt9/WpHt7e0vPnj2lW7duUqVKFcnPz5fz58/LypUrZdOmTVJYWCj5+fly7733ylNPPWX/itto2bJlMnjw4OJ+dUlhYWHSs2dPadOmjYSHh4uPj4+kpaXJ2bNnJT4+XrZs2SLXr1+3qd4KFSpImzZtpEmTJtKwYUMJCQmRgIAAyc/Pl/T0dDly5Ihs2rRJdu3apcp3+fJlGTZsmOzevVv38caZpk2bpvleidza13v37i1NmjSRyMhI8fHxkezsbMnIyJDExEQ5ePCgbN26VdWnKi09e/ZUjTucO3dOjh07Jg0aNDCbz9w456pVq2waJzY2HmsLb29vVf/s0KFDqr50SEiIVf0RS5x9nLHF5MmTVeMueXl58v3338sLL7xgdVkrVqyQ06dPq9ImTpxo9veisLBQBg0aZPR7ExAQIHfddZe0a9dOoqKiJCMjQ44fPy6///676vqDiMjFixclNjZW4uPjzf4euit3+n0sQr/x39tvFHHd+HFaWpp06tTJ6LhK06ZNpWvXrhIdHS3BwcEiInLlyhXZunWrLF++XNXXyMzMlOHDh8vmzZvljjvu0FW3Hjdv3pRBgwapxvdFRKpWrSpvvvmmw+qxm0tDqwEAAAAAbsddZ27+9ddfjd61PGjQIOXChQsm8y1dutToo/Jq1aqlpKWlma1z4sSJqjwREREWZ2dYuXKlKo/h45y++OILi+vasWNHVZ5evXpZzGOrRo0aqeoaPny4xTzPP/+82XU8ePCg2fyZmZmaWT7efvtts3nWrVunREVFKc8995yyfft2XY+PLSwsVJYtW6bUr19f8/kvWLDAYv6NGzdq8tWpU0fZtGmTxbyKcmu2w7lz5yqxsbHKc889pyuPLeLj4zXtfPnll60u59KlS5rP5e677zab5+bNm0qLFi009YeGhio//vijyXzXrl3TzJpT9Prkk08sttUdZ24u+QjxYcOGKWfPnjWZ35rZwfQ6fvy4UrFiRU27mjZtqmzfvt1kvkOHDikxMTGafOXLl1d27txpts5PP/1Uk++3336zuu3Z2dlKYGCgqpyOHTtazPfRRx9p6q9WrZoyf/58JT8/32S+vLw85dtvv9VsL29vbyU+Pt5ivYbfmZKffaVKlZQ5c+aY/K0oLCxUbt68qUkfM2aM0qFDB2XGjBm6Hzl8/fp15bXXXlO8vb1V7QkPDzc7E35JZXHm5v/+97+aups0aaKsXLnS7G90dna2Mm3aNM1xLjg4WNcjX1966SVNvZ07dzY7G7GxmT/bt2+v5ObmWqzP2HGu5Ez9jRo1UrZt22Yy//bt25XGjRtryggPD1eSk5Mt1q8oirJo0SJN/pCQEOWbb74xexwrLCxUFi1aZHQ2RT0zFRnOFldyH/P19VU++eQTs9vQWNtsncnq2rVrmtm6RG49xtrS9yYxMVHp06ePJu/QoUMt1mtsHyv5+T/wwAPKxYsXTeZfv369EhoaqilD7+zuhYWFysCBAzX5PTw8lAkTJijnz5+3WMbevXuVZ555RgkKCrJ4fDh58qRmxmYvLy/lmWeeUa5cuWI27549e5Q77rhD09Ynn3xS17ra6s4771TV17ZtW4t5vvnmG832LPn+zz//tFhGlSpVVHkeeughs8vbOvuaseOXPQxn/yr5fW7QoIHZma+vXLlidF9q1KiRXW3Sy9G/eYbHOG9v7+LvQkBAgDJjxgyT/Zjc3Fzlueee07SnXLlyuvZLRXHdcc1exr7LRY8UL1eunPLGG2+Y/G1KT09Xhg4dqsnfu3dv5bffflP9Rs6fP99kG44fP640aNBAU84777yjez1c1Y9x5T7oyHM3RXHdOaiiaLdjyT5KrVq1zB7H8/LyjPYbDdti68zNzuwnHD161OjTvPr06WP2N8bwN9tYGc6YuTkxMdHokyIiIyOVr776yuLTRm7evKn88ccfSr9+/ZRatWpZrM/Pz08ZPXq08tdff+k+Tzt48KDSq1cvTRsnTZqkK7+iOG/m5hs3bmjOrf38/JSZM2fqGru7efOm8vfffyv33nuvEhsbq6uNtkhKStJsz+nTp1vM16FDB1Wekv03PePEf//9t6bezZs3m81j67mLsdlWbeXq44w9mjVrpvkO6/kuGhowYICm35GSkmI2z7Rp04z+zjz00ENmr0PMnDnT6HGpbdu2usYP3G3mZkf8PtqDfiP9xpJcNX6sKIoyePBgTd0dO3Y0O56nKIqSmpqqPPnkk5oxg1q1aikZGRlWrb8p2dnZSu/evTXt8/X1VbZu3eqQOhyF4GYAAAAAgIo7Bjdfv35dCQkJMTowaGkQWVFuBUwYC3CePHmy2XwLFy7U5LH0SLhnnnlGtbzh4/AGDx5sNn9GRobmcfPvvfeexXW01eTJk1V1VapUyeKAb9u2bc2uo6ULg8uXL9dsV3PBl4py6/FYtg50Xrt2TWnVqpWqvg4dOljM9/TTT6vylC9fXjl+/LhNbcjKyrIpn16GwamVK1e2enu9+eabms/F0iPWjT3OLzQ0VPejE1944QWjg82WgjPcMbi56DVlyhRdxyVHM3bh84477rB4E4ei3LoY2b17d03+Zs2amc2XkpKiCay96667rG77Tz/9pKn722+/NZvnwIEDmkH6mJgYXetbZO/evZqg6jvvvNNiPlOPEoyMjFQSEhJ011+SNe02tGrVKs3vxjfffKMrb1kLbv7rr7809Q4aNEjJycnRXcbff/+t+e5MnDjRYr6CggLN44RFRJk6darR5desWaN4enqqlg0JCVFOnz6tq53mHjEcHR1t8aKqotzaR6OjozX5x40bZzHv5cuXlaCgIFW++vXr6w6+VxRFOXv2rFKtWjVVGU2aNLF4jDQMqCh6+fv7Kxs2bNBdf0m2Xuy99957VfnKlSun/PTTT7rrLSwsVMaOHatZF0sXssz9zrz55pu66t60aZPmQli9evV05f3qq6+M/j7/8ssvuvKXlJ6erly9etXsMoZBI35+fhb7ICXl5ORofgfLly9v9kYje3344Yeq+jw9PZVr166ZzTN8+HBVHsM+9OOPP242/6FDhzSfy7x588zmcdfg5qJX27ZtLX4/FOVW4JOxxyBv3LjRrnbpUdrBzUWv0NBQZe/evbrKeOihh2w+NrjquGYvU4+r9vT0VBYtWmQxf25uruY75OHhoYSFhSkit86fjh07ZrGcxMTE4uCYkr+PeriyH+PKfdDRQSquOgdVFNPbsWHDhmZvujfHsCxbg5ud2U8wvMFH5NaN8uYChIpcv35dc0O/tb9R9jJ2c290dLRN/QY97bX1XK+goEAZN26cpo9kqb9RxFnBzX/++adme86ePVtXXYZKe+zM8Dg2ZMgQs8unp6erzrUjIyOVLl26qMqw9Nv97LPPqpYPCAiwOF7nrsHNzjzO2OPrr7/WtFnPTYQlnT59WnM+/8ADD5jNc+rUKc1vtIgob731lq464+PjNWNUIqJ8+OGHFvO6W3CzI34f7UG/8Rb6ja4dPza8uVlElP/85z9WXTeYOXOmpox3331Xd35TsrOzlR49emjKrlChgrJs2TK7y3c0gpsBAAAAACrGBhD8/f2VFi1a2P2qW7eupmw9A62ff/650cEUa2Zd2LJli2ZA1d/f3+xFgWvXrmkGMi0NKBoG0R48eFA1G01QUJDZCz5LlizRrOuuXbt0r6e1Fi9erKnP3J3nqampqm1StWpVZcOGDar8/fv3N1vnk08+qVo+ODhY10Uwexw4cECznpaCEA1naSjNGbTt9eOPP2rWT8/s1EXy8/OVGjVqqPI3aNDA7GBbbm6uUrlyZU29S5Yssartxi6MPv/882bzuGtwc7t27Ur9u2yMse93QECA7hn8FOXWBdeoqChNOStXrjSbb9iwYarlvby8lKSkJKvabziY6ufnZ3EWivvuu0+Vp3Llyrov8pZkLLB6z549ZvOYCm5eunSp1fU7iuHNGHpmEFWUshfcbBgI0bx5c12zGBl66623NIP3er63ly5dUiIjI1V5PTw8NAP/xpYT0TdrcRFTwc3e3t7K0aNHdZdz9OhRzU0IFSpUsDh7s2Hgj5+fn3LixAnd9RbZtGmTZh0WL15sNo+pwL/PP//c6vqL2HKsP3LkiKYfaMtFpNzcXM0s2pZudjP1O2Pt7KgjRozQlJGYmGixvcYuZs6YMcOquvUyNpvdr7/+anU5aWlpxRebi16WgoXtsXfvXk27Fy5caHL5wsJCVfu8vb2Vw4cPq/JHR0ebrfOzzz7THH8s7cvuHNysd+awIsZukHzppZfsapcezgputuY34urVq6oZ1ERuPU3AElce1+xlKkjlhRde0F3G/PnzjZYhIsrq1at1l2P4hCc9x1ZFcW0/xpX7oCPP3Vx5Dqooxrejl5eXsnv3bpvWR1EcG9zsjH7C8ePHjc4iqHdGYkVRlAsXLigBAQFG16G0g5sNn7YmIkpYWJjZGWhd6caNG0r16tVV7dUz27CiOC+42bB/4uvr6/BZWB3l8ccf1xwHzY3h/PHHH6rl77//fuX1119XpX3wwQdm62zdurVqeT03hLtzcLMzjjP2yszM1Nyoa2ms2pCxG2G2bNliNs9TTz1l9/Yy9uTKGjVqWBxrdMfgZnt/H+1Bv/H//Jv7jYriuvHjvLw8zXbUExBtzIQJE1TlREZGGn0qoF7Z2dlGJznx8fFRli9fbnO5pclTAAAAAACwICsrS/bt22f368SJEzbV/8UXX2jSpk+fLp6e+k9rO3ToIKNHj9as16xZs0zmCQkJkVatWqnSVq9ebXL5q1evyt69e4vf16xZU6Kjo6Vz587Faenp6bJz506TZRiWX6lSJWnZsqXJ5e0VFxcn5cqVM9uGktauXSuFhYXF73v27CkdOnQQf3//4rQNGzZIXl6eyTIMyzfWBkdr2rSptG7dWpW2adMms3muX7+uel+pUiWHt8tRRowYIREREaq0r776Snf+ZcuWydmzZ1VpEydOFA8PD5N5fvvtN7l06ZIqrV+/fnLXXXfprlfk1v5t+PnPmDHD7HfIXX3wwQel/l02xtgx8uWXX5aqVavqLiMoKEjeffddXWWXNG7cONX7/Px8+fHHH3XXe/bsWVm7dq0q7e6775aAgACTeU6fPi3z589Xpb311lsSEhKiu94i9913n9SvX1+VtnjxYqvL6datmwwYMMDqfI7y4IMPqt7v2bNHsrOzXdSa0rFp0ybZsmWLKu3jjz+W8uXLW13Wk08+qfqO5eTkyIoVKyzmi4qKkp9//lnV/1AURR588EE5d+6ciIgUFBTIfffdJ5cvX1blfeqpp2TgwIFWt9XQlClTpEGDBrqXb9CggUyZMkWVlpOTI7NnzzaZJzMzU7788ktV2lNPPSV16tSxqq0iIp06dZIePXqo0n7//Xery6lbt65MmjTJ6nz2+OCDD1R9ntq1a8vTTz9tdTnly5eXF154QZW2YsUKuXnzplXleHp6yvvvv29VnlGjRmnSdu3aZTbPr7/+KmfOnFGl9enTRx566CGr6tbrvffeU73v0qWLjBw50upygoKC5LHHHlOl2fJd06t58+YSHh6uSjPXh96zZ4+kpKQUv+/QoYM0atRI9RuUkJAgSUlJJsswLL9FixYSFhZmbdPdxmOPPSY1atTQvXzv3r0129zS97ms6Nq1q1W/EaGhodKvXz9V2t69e1XHLGPc7bhmr+DgYE07zBkwYIBUqFBBk96rVy/Nb5U5d999tyZt9+7dZvO4Qz/GUFncB93xHPSBBx7QjBu5grP6Cd9++60oiqJKmzZtmvj6+uqut0qVKjJ16lTdyzuSYb9DROTzzz+XypUru6A1lvn4+Mjw4cNVaZbGspzNcOwsKChIvLy8XNQa8wyP9WlpaRIfH29yecO+V8+ePaVnz55mlynp2rVrqnFiY20oS5x1nLGXv7+/jBkzRpW2YsUKzTmOKXl5efL999+r0po3by4dOnQwmefmzZuaPN7e3vLZZ5/pa/T/N3LkSImLi1OlnT17Vv744w+rynEH7vL7WIR+4y3/pn6jK8ePDcdVPDw85PPPP7e6XhGRV155RXWN5vLly7J161abyiosLJSRI0dqxuL9/Pxk6dKl0rdvX5vKLW0ENwMAAAAA3Nq5c+fk6NGjqrQ2bdpI27ZtrS7rP//5jyZt1apVZvMYDlpv3LhRcnNzjS67Zs0a1UWeory9evVSLWdu4Nvwb926dbMqiNtaQUFB0qZNG7NtMPe3nj17Svny5aVr167FaZmZmbJ9+3aj+ZOTk+XAgQOaMpzBcABq27ZtZpc3DGbevn275OfnO7xdjuDt7a0JOlq3bp0cO3ZMV/6vv/5a9d7X11dzIcCQsX3H2D5mSd26daVPnz6qtKtXr1oc6HU39evXl9jYWJfUbfhZeHt7y/jx460u55577pHQ0FBV2rp166SgoMBknj59+kiVKlVUaeaCJg398MMPmovjY8eONZtn8eLFqn3R399f7rnnHt11luTh4aEZuN2wYYPV5diyvR3J8PiWn59v9iJtWbRw4ULV+9q1a0v37t1tKsvX11e6deumStP7uXfv3l1effVVVdrVq1flnnvukfz8fHnttddk3bp1qr/HxMTItGnTbGqrIVsCTB9++GFNmrmLWatXr5a0tDRVmj3f8f79+6ve27KPjR071uwNN46mKIosWrRIlTZmzBibb2AxDELMyckx2VcypXv37lK3bl2r8rRv316TZtivNrRkyRJN2rPPPmtVvXpdu3ZNc1FtwoQJNpdn+F07c+aM7iAGa3l4eGiOQdb2oUX0nycUFBRo9h1n9aFLi7XHs3Llyskdd9yhSrP0fS4rbDm2t2vXTvU+MzNTLly4YHJ5dzyu2WvkyJGqm2wt8fX1lYYNG2rSrf2NMxaoY+m76C79mJLK4j7ojuegrj4PKOKsfoLh73ZISIgMGTLEqnpFbh1/SnOsy5iMjAzNvlKrVi1N8LC7sXYsy9kMx84uX74siYmJLmqNeXFxcZrgQGv7b+3atZPAwMDitI0bN0pOTo7R/GvWrNHceFSW+2/OOs44wqRJk1Tnj4WFhTJjxgxdeX///XfNzcqPPvqo2Tw7d+7UnEMPHDjQqkkHithy/cIducvvYxH6jf/n39JvdOX4seFnGBcXJ/Xq1bOp7urVq0uzZs10123OW2+9JUuXLlWl+fr6yrJly9z694ngZgAAAACAW9u8ebMmzdgd73q0bdtWateurUrbunWrJrCuJMOT+qysLJN3RhsOehcFKxiWYWpAMikpSQ4dOmS2/tJgWMemTZtMzrplKjBD7zoaBoAby6vXiRMnZO7cuTJ16lS5++67pXfv3hITEyOtWrWSli1bal5///23Kr/hTMWGDAfgT506JQ899JDbzoY6ceJE1ew4iqJogpaNOXXqlKxcuVKVNnLkSIuzGBjum/7+/nLnnXda0eL/M2LECIvluzvDmVWc5fLly3Ly5ElVWvfu3TVBynpUqFBBM2tgZmam7Nu3z2SecuXKyQMPPKBKS0hIMDtDfUk//PCD6n2dOnVUN0sYYziA27JlS/Hz89NVnzGGvwt79uyxugzDCwX2KigokE2bNskXX3whjzzyiAwcOFC6desmbdq0MXp8i4mJ0ZRh6RhX1hh+7h07drSrPHs+95deekkTkLhlyxYZOHCgvPPOO6r00NBQmTdvnk0z7Bhq1KiR0YtrljRo0ECio6NVaTt37jQ5w6fhtq5atarUrFnT6nqLGG7r06dPay78WuLofcyS/fv3S2pqqirNnu9caGioBAUFqdKsPdZYOjYaExERobmAm56ebnJ5RVGMfv62Xki1ZOPGjZp+oT3b2fC7JmLbMV0vwz5sYmKiyWBqe88Tdu7cqfns3PnioyV169a1KdjDMKDG3Pe5LLFl/zYWXGRue7jjcc1ettxYaOz3rEuXLlaVERoaqnnKiKXfNXfqx4iU3X3Q3c5BfX19jfbDXcEZ/YSbN29qzg179OhhdGZLS6pWrer0GT03btyouXH3vvvuc/rTl65evSqLFy+WN998U+677z7p27evdO7c2eRYluH5RdETY9yF4diZoihyzz33uF07RUQqVqyouTnIVHDzxYsX5fDhw8XvGzVqJNWqVRMvLy/V+E92drZmhtUia9asUb2vXLmy5rysLHHGccZR6tevL71791alff/997pm6Dd8El5AQIDcf//9ZvM48vrFoEGDNMfVsjZG6k6/j0XoN/6ff0u/0VXjx4qiyMaNG1Vprv4MRUTOnz8vb7/9tiqtXLlysmDBApdd19DLPZ8HAQAAAABwK127dpX169fbXc769eutDk4xNnOO4UzD1mjTpo2cOnWq+H16erqcOHHC5J3TnTt3Fh8fH1Ww7+rVq40O6JYcEPfw8Ch+RFnLli0lLCys+FHU27Ztk6ysLM3grrEBdWcFN5cc2Lh586Zs3rxZ84i1s2fPyvHjx4vfN23aVKKiooy2c/Xq1fL6669r6jJcx2rVqlkVqFVYWCjff/+9fPvtt7qDJ02xNJB4zz33yAsvvCA3btwoTps9e7YsX75cxowZI0OHDpW2bds6fbYhU6pVqyaDBg2S3377rTht9uzZ8vbbb5t9ROw333yjCXCzNCNJVlaWZlboVq1a2XxR0NhM7GVt5ubWrVu7pF5jj/Sz5xjZtm1bzczLu3fvNrt+48aN0zzed/bs2RZn2P/nn3/kxIkTqrQxY8ZYnJ3V8KJOQkKCtGzZ0mwec65du6Z6n56eLnl5ebqDUSMiIjSzV9sqKSlJ3n33Xfn11181MwVZy9rgUXd2/fp12b9/vypt1apVdn3uSUlJqvdFv9F6eHp6yty5c6Vly5Zy8eLF4nTD2ZA9PDxk9uzZVj260xzDWW+s0bp1a0lISCh+f/36dTl27Jg0atRIs6zhPpaammrXts7MzNSkpaSkSHBwsK78Hh4edtVvC2MXj6dMmWJT8E4Rw5ujrPnOiWhn7dMrKChIsrKyit+bu6B44sQJSU5OVqXZexHOHGPbediwYQ6dpdva7WwNw5scRG71dQ1n88rJyVE9Qr7kk1O6desm5cqVKw62MhVgY5ju7e1t9YV1d2LP97mk2yG42cfHR6pVq2Z1PsNtIWJ+e7jjcc1etsx+Zhhc4uvra1M/LiAgQK5fv1783ty2d7d+jEjZ3Afd8Ry0efPmTg+MNcUZ/YQjR45oAgPtOQ9u1aqVUx9Rb2yigk6dOjmt/jVr1sgnn3wiK1eu1BVgaUp+fr5kZmZKxYoVHdg627Vs2VJatWqlCrTatWuXNGjQQEaMGCEjRoyQ7t27mx2XcqaePXuqfhO3bNki2dnZmoA3U5M7FP2/5NNOVq9ebXS827AMw3HWssYZxxlHmjx5smoyh8uXL8uiRYtk5MiRJvMcOXJEcw1k1KhRmv6DIUdev/D29pbmzZurxr0TEhIkJyfHrn6bM7nT72MR+o3/59/QbxRx3fjx4cOHNcv+8MMP8ueff9pct+EEFracdy1atEjzRNqnn35a8wQsd0RwMwAAAADArRk7UW/cuLHN5TVp0sRoHaYGuHx8fKRTp06q2TZWr14tb775pmq5U6dOqYKmW7RoIWFhYSLyf4+tnj9/voiI5ObmyoYNGzSP8jUc9K5Vq5bVj/uzRceOHcXPz091cXr16tWaQXdzA/vNmjWTqKio4sGyHTt2SEZGhupRjSLaWUusCd4+fPiw3H///Q6bEczSgFpUVJS888478sQTT6jSr1y5Iu+//768//77EhwcLB07dpT27dtLTEyMdOzY0aUXmCZPnqwKbk5NTZV58+bJmDFjjC6fm5srM2fOVKW1bt1aM5ONoatXr2pmWrRnv2zUqJF4enqqgqydHRxhr4iICJfU66xjpDkNGjSQjh07qmYr+uWXX+Sjjz4ye+Fl1qxZqveenp4yevRos3Xl5uZqAu/S0tIcHsh77do1iYyM1LWs3uUsmTFjhjzzzDOSkZHhkPJuh4CvIpcuXdLchHHlyhW5cuWKw+q4evWqVcuHh4fLL7/8It27d9fMAFfkqaeekrvuussRzRMRsWnW5iLGgpivXLliNP38+fOq99nZ2WZncLfF1atXdV9crFixol2z69jCcBuI3LrQ7UjWfudsmZFfRDQX2swF0xi7qcLw8aeOZGw7G17ItZe129kaNWvWlLp166pu1DEW3Lx582bVzXJFAc0iIsHBwXLHHXfIjh07ROTWLIGHDh3S/B4b9sOL+u9llaO+zyUfM1xWOWpbiJjfv93xuGYvS0+aMcZwu9lShrFyzG17d+zHlMV90B3PQV11DmiMM/oJxr5ntWrVsqleEeNPXChNzu7nFMnIyJCHHnqoeEzQEdLT090muFlE5Msvv5S4uDjJyckpTrt586bMmTNH5syZI97e3tK2bVuJiYmR9u3bS2xsrMPOo63Vs2dP1WQMubm5snHjRunTp49qOUvBzSWtWrVKMxvmmTNnNDdzl+Wnbog45zjjSP369ZPatWurxuu/+uors8HNhrM2i9x6Up4lhr8f3t7edo3pN2nSRBXcXFhYKKmpqcWTjLg7d/p9LEK/8f/8G/qNrhw/Nnbedf78eaPptrLlvGvdunWaNEsT3LgL95haCAAAAAAAEwwfnSsiumf6M8bYIJThndSGDAefjT0W2vAR0oYzuRmb2diQPYG/9jA285uxR2Kbepx2kZKPLM/Pz9fMdJGYmCinT59Wpeldx4MHD0rXrl0d+qhjPYPpjz/+uHzwwQfi5WX8/vC0tDRZvny5vPrqq9KnTx8JCQmRLl26yBdffOGS4Ny4uDjNIy6//vprk8v/9ttvmoE+PYNajt4vPT09NYHwlvZLd2PYfmdxh2OkiMjYsWM17frjjz9MLp+VlSULFy5UpfXo0cPiDLfOCpopGYRmiSM++/fff18eeeQRhwU2izjvgqEzOONzL/mEBr1iY2ONPqVARKRDhw4ybdo0e5ulYmyWTnvymrqo44zjr7P3MWs54ztnzTYQMR7I6GjGPntbL+Dq4Y7b2VqGfdk1a9Zogu8s9aEtnSdkZ2drZpss68Exzvg+lxXO2ha3w/5myBHbzhnb3x37MWVxH3THc1BXnQMa44zP1Nhn4Oj+aWlydj9H5FZgc58+fRwa2Czifud6MTEx8ueffxZP8mAoNzdXNm/eLP/73/9kxIgREhUVJU2aNJFXXnlFjh496vS2GgaGGxsDLTlG6+XlpZqZuXHjxlK1atXi97t27dLsH8bKpP/mXJ6enpoxzg0bNsjhw4eNLn/jxg2ZM2eOKq1Tp07SvHlzi3UZfv72Ht9sHZtzF+70+1iEfuP/+Tf0G105fuyu510lnzwncmsigZo1azqqSaWK4GYAAAAAgFsr+cgukVuzINszS5m/v7/FOgwZDj4XFBRo7nQ2N6OHiDaIwXD5I0eOaO7eduagt2Fde/bsUQ2aKooia9euLX5fvnx56dq1q9kyDNfRWEC3nkcy5uXlyYgRIzRBuCK3Bplfe+01+fPPP2Xfvn1y5coVuX79uuTn54uiKKqXpRlhTXn66afl4MGDcv/994uPj4/ZZfPz82XTpk0yZcoUqVmzpjzzzDOqRy86w6RJk1Tvt2/fbjIo3HBGkqCgILn33nst1mFsnzG2b1nDML+l/dLdmAqAL22O/ixsOUaKiIwcOVJzbDacmbmkBQsWSGZmpirNMEDaGGMX1F3N3s9+06ZNMnXqVE26v7+/3HffffLll1/K+vXrJTExUVJTUyU7O1sKCws1x7jbmTt+7kUOHDhgNL158+YOPy44Y9/Ozs5WzbjmDlxxfHXn71xpMnaDRWnOCng7bGfD/m9ycrJmpnNL5wmW+tD//POP5vGxZT04Bs53O+xvZRXb3jHc8RzUVeeArmKsj+jt7W1zeeae8lMajPVz7P0OWfLkk0/Ktm3bNOn169eXJ554QubPny87duyQixcvSnp6uuTk5GjO88ydV7uTnj17ytGjR+X55583GeRc0uHDh+XNN9+Uxo0by913362aXbc0eXl5acYzDftehw4dUgWBtW3bVhOsWXI8s7Cw0OI4caNGjVQB0XCO8ePHi6+vryrN1CQQv/zyi+YGYL2zmhr+fjj698lYHe7s3/b76Ej0Gx3DldvRXT9DwxskbJ2R2xUIbgYAAAAAuLWAgADVe0VRJDs72+byjAWaGtZhqHXr1poZE0oOUiuKohrErlChgmYm5Fq1aqkeR3fgwAHVIzENZ2328PBQzYRc2gyDjAsLC1XBzIbtjYmJ0Qy0GgZwG85SYriO0dHRuh6nN2PGDM2sGnXr1pWdO3fKpk2b5NVXX5X+/ftL8+bNJTw8XCpWrFj8qO+S7JlJrGHDhvLTTz9JUlKSzJ07VyZMmCCNGjUSDw8Pk3mys7Plww8/lNatW8uZM2dsrttaDz74oGaGEGOPVUxISJCNGzeq0h544AFdA/DG9hl7g7gN81vaL3GLoz8LW46RRcvcfffdqrS///5bLly4YHR5wwu0wcHBMmTIEIv1GF6UErk1w7rhBWB7X/Y8XtlaTzzxhCZtzJgxcv78eZk7d648+uij0rVrV6lbt64EBweLr6+v5thjy6zDZYmxz/2TTz5x+Odura+++krmzZtn9G/ffPONZnZyezlj3/bx8RFPT/Vlg8GDBzt8W8fFxdm8Ls5g7DuXmprq0G0we/Zs56+YBcZm2DK8EcWRDLdzcHCww79rr732Wqm1X+TWk0sM95mS5wlpaWmya9eu4vfVq1eXBg0aqJbv1KmT6gah9evXqx7Za9iHDgoKkjZt2jik/fj3+Lce19yBu/ZjyhrOQV3P2Eyk9gTbOfKpNXoY6+eU5s3oBw4c0Jz3VqxYUX766Sc5evSofPTRRzJ8+HBp27atVK5cWQIDA40Gizt7Vnx7hIaGyjvvvCOXLl2Sv/76S55++mlp166d2SB4RVHkt99+k5YtW8rKlSud0k7DMdD9+/erJlSwdGOaiPkxUEVRTxBhrE44R2hoqGYShzlz5hi9tmA4dhoWFqYZ5zLF8PfD0b9PxurA7Yl+o2O4cvzYWN2LFy92aL2GT0fVw/CpD2VpRm6CmwEAAAAAbs3YY9hMPUZdD2N5Ld2l7OnpqXr8oIh6oHvPnj2SkpJS/L5Tp05GBzHMzcpmOHBeFKjrLC1bttTMrGKufYaD+CIi1apVk4YNGxa/P3LkSHFgo7FZTPTOOPfLL7+o3gcEBMjq1autDupwxOP7goKC5L777pNvv/1WDh8+LFevXpU///xTpk6dKs2aNTOa59ixY9K/f3/NjHulxd/fXzNL9c8//6y5cGgs4HnixIm66nD0fllYWKhpn7NmD3C3x7layx2OkUUMZ14uLCyUH3/8UbPcyZMnNYH19957r8WZ0UXE6AxQzprhqTQkJiZKfHy8Ku2uu+6SWbNmWfWYbWc9btFV3PFz37Nnj9HA9JLGjx8vJ06ccFid6enpDs1r7Dvm6empSXf1tnYFY985Wy4elTWVKlXSpJXmrEOG2zktLc2u3zBXCA0NlZYtW6rSSvab165dK4WFhcXvjfWhvb29VTdGXr9+XbZv3260PBGRuLg4ozfyAeb8W49r7sAd+zFl0e10DlpWGfsM7DkPcfY5jLP7OfPmzVP1AUREfvjhB7n//vvN3ihvyBFjWc7m5eUlffr0kQ8++EC2b98uGRkZsnHjRpk2bZrExcUZndU1IyNDhg0bJseOHSv19hmORyqKorqZTM8YqLkxXsNgaWPLw3kmT56sep+WlqYZa961a5dmbGbs2LG6Z5g3PD7ac+5e1EZDzviNKutjpLcD+o2O4crtyGfoeAQ3AwAAAADcmrEAX8NZfK1x6NAhTZqexyUaDkIfPXpUzp07JyL6ZvQwll6Ur6CgQNavX6+rjNJibKZoc8HN1q7jnj17NBeu9KxjZmambN26VZX24IMP2jSr6smTJ63OY0lISIj0799f3n33Xdm/f78cPXpUHn30UU3ASUJCgnz//fcOr9+USZMmqS6WZWVlqYJMs7Ky5KefflLliY2NlejoaF3lh4WFaS7G2bNfHj16VHPRz9x+aWxmAVsH4Mt6UKi7HCNFRLp27Sp16tRRpRmbwW/27NmaWUIMA6NNCQgI0Nw8sn//fl153ZHhDPciIq+88orV5ZTG8c2dREZGatJc+blnZGTIiBEjNI/m7t27t67lbGXPhf6jR49q0iIiIowua7i9jx075rB1KCvc7TvnLMaeqFGa6327bGfDPu3GjRuL9xl7+9ApKSmyb98+XWUA5twu+1tZxLZ3DFefg+LW0wcMHThwwObynL0fOLufY3iuFx0dLUOHDrW6nNvhXK9ChQrSuXNnee6552TdunWSlJQk7733nuamyqysLHn55ZdLvT3NmjXTfB+K+l75+fmyYcOG4vSKFStKTEyMpoyoqCjVGFpiYmLxU9sM+3/lypXTTJoB52nVqpV07NhRlfb111+r3htOAOHh4SGPPPKI7joMx+Zyc3PtutHZcGzO09PTbHCz4Tjpv3WM9HZAv9ExXDl+zGfoeAQ3AwAAAADcWuvWrTVphjMpWGPnzp2q98HBwVK3bl2L+YwFERQNVusNWjB8bHVRvvj4eM2MDK4IWjCs88SJE3L69GnJy8uTf/75pzg9MDBQ2rVrp6uMoos5htvIy8tLunbtarFNFy9e1FxwLDmznV5XrlxxygWhBg0ayJdffilz5szR/O23334r9fpLtsPwsyg5UP/zzz9rZhF59NFHdZfv5+enmqVbRGTv3r1SUFBgQ2u1+6WIyB133GFyeWOPk7XlkbZ5eXly9uxZq/O5k9I+RoqY/yxK8vDwkDFjxqjSjh49qrpBQVEUzf4RHR0tbdu21d1Gw+PPqVOnjAZulgVFN8kU8fHxsXpWehHR3ARyu4mIiNDc1LJ582a7HoNtjwkTJkhiYqIqbezYsfLXX39J3759Vem7d++Wp556yiH17tq1y2F5AwICpEGDBkaXNdzHbty4obkJ63ZnrJ+zYsUKF7TEuerUqaO5ELdly5ZSq+922c6Gfa7s7Ozi7VayD+zh4WHykeSm+tBr1qzR3BBEcDNscbvsb2WRu/VjyipXn4NCpEaNGpqA0G3bttlUVmFhodHPoDR16NBBk7Z58+ZSq8/wXM+WsSyR2/Ncr1KlSvLss8/Ktm3bJCAgQPW3P//80yk3VhpO8FDU99qxY4dqfCk2NtboDfYi+sdA27RpI0FBQXa3GbabNGmS6n18fHzx2Fl6erpmJufevXvrul5QxJFjc7m5uZpAyKZNm4q3t7fJPIbjpLaMkYqIZpwDzke/0XFcNX7cvHlzzdMJ//rrr1Kv15JXXnlFPv744+LXSy+95Oom6UZwMwAAAADArXXq1EmTtnDhQpvK2rVrl+YRUDExMboeB1m/fn2pWbOmKm316tWSk5MjmzZtKk4LCQkxeUEsNDRUWrVqVfz+/PnzcuTIEc2gt7e3t8TGxlpsk6MZe8ziqlWrZOvWrZKVlVWc1q1bN5OPwjb8W9FjHQ3XsX379poLGMakpKRo0mx5DN+8efOszmOP++67T/OIcmffoW/42MWEhATZuHGjiGhnKImIiLB6BiHDWU8yMzNtHqhbsGCBxfJLqlixouY7aEvw+o4dO+TGjRtW53MnkZGRmtmS161bZ9Oja3Nzc2XJkiWqtIoVK0rz5s11lzF69GjVTRwiIrNmzSr+/9q1a4tnMyoybtw4q9pp7FhlOBN5WWF4jLP1MaPz5893RHPcmuGF49zcXJes9/Tp0zXHrOjoaPniiy/Ew8ND5syZI9WqVdPksbXvUtLhw4dtuhBz7NgxSUhIUKW1bdtWs68WuZ32MVt17NhR/P39VWnLli0r1UeXuwvDm88uXryoeky3Ixn7rs2bN0/y8/NLpb7S0qVLF83Fy9WrV8vZs2fl+PHjxWnNmzc3OWN6ixYtVDO+bd++Xa5fv67pQ1etWlUaNWrkwNYbZ+xx8bYGEJZ1t8u2+Dcf19yBu/RjXMGR+5Arz0Fxi+EMtjt27LBpdtLVq1fL5cuXHdUsXbp06aL5Pv7888+ldkx3xLnegQMH7Jqh3N01bNhQxo8fr0rLzs62a8ZbvQyPy0X9NsO+l7H+qqkyVq9eLbm5ucVjb6aWKy2G3++y2F8pLcOHD9fcnFE0CcQPP/wg2dnZqr9ZMwGEiPHfD1vHAJYuXSo3b960WH5JhrOgnz59WnODpB4lZy2H69BvVLP1WOaqsS0fHx/p3LmzKu3SpUulNq6i17hx4+Txxx8vfhlOUOLOCG4GAAAAALi1atWqSePGjVVp8fHxNs1e+OWXX2rSDB8hb47hTGtr1qyRzZs3q4IjDWdnNmRs4NtwYKNDhw7i5+enu12OUqtWLU2Q5OrVq3XPTC0iEhQUpJp1NCkpSeLj4zWz4egd2De8AC9iPODZnLy8PPn888+tyuMIhoEnhjMll7YBAwZoZnr4+uuvZceOHbJ7925V+vjx483OAGJMnz59NGmGQdN6nDp1SnNBOiwszOisJ0U8PDw0M47u2LHD6rpnzJhhdR53ZPhZ5OTkqAKK9Zo3b57mEZTdu3c3eTODMTVq1NAcK+fNm1d8nJw9e7bqb15eXjJq1Cir2jlw4EBN2meffWZTQLerGR7jUlNTNbPVW7Jhwwa7ZvQtKwYNGqRJe/vttyU3N9dpbdi1a5dmFmZ/f39ZsGBB8e92WFiY/Prrr5oLMuPHj3fIRfrvvvvO6jzffvutJs1whumS+vTpownU/OWXX8rsDOm28Pb2ljvvvFOVdv36dfnf//7nohY5z5AhQzRpH3zwQanUVbVqVc1NgadOndL8Vrg7Hx8fTcCBtX1oDw8P1QyCRY9ENzxPcFZwjLGbEDMzM51St7u5XbbFv/m45g7coR/jKo7ch1x5DopbRo4cqUmzpZ9QWn0LcypWrKg5Vz1z5kypBYwZnutZO5YlIvLRRx85qjluy9hNW84YPzP1hD5r+m9xcXGqWZ3XrFkjW7ZsUU0QYakMRzI83pbF/kppKV++vDz00EOqtF9//VXS0tLkm2++UaVXq1ZNBgwYYFX57dq10wQYL126VC5evGh1W225fmH4ZIPMzEw5dOiQVfWuW7eOmZvdBP1GNVuPZa4cPzb2Gb722mulXu/tiuBmAAAAAIDbM3x0nMitWWmtmYFgx44dmkAJf39/GTt2rO4yDAejL1++LB9//LHZZQwZ3jG+ZMkSzeO+XfmoacO6165dW/xYRVPLGDJcx9dff10zO67edaxcubIm7e+//9aVt2T9JWfNc5ZLly6p3pecjc8ZPD09NTONLFy4UN58803Ncg8//LDV5Q8ZMkSqVKmiSvvzzz9l+fLlVpUzZcoUzQyNjzzyiMnHfhYxDIaKj4+XY8eO6a53165dmsdOllXGjpFvvvmm5jtoTkZGhkydOlWTPmXKFKvbY3hczcjIkEWLFhX/W1L//v1NzmJpSrNmzTQD1BkZGfLAAw9YHRjsaobHuBs3bmhmeTInOzvbpv23LOrfv79mRvxTp07JY4895pT609PTZcSIEZpHJH/11Veam7A6deqkOdZmZGTIyJEj7X7E8ueff27VBcfExETNDT4VKlQwO0NLWFiY5ntVUFAg9913X5mf7d4aL774oibt/fffVz2x43Y0fPhwzc1uK1euNBok7wjGtvPTTz9t1W+6OzDs2+7atUszW5u1fegZM2ZonjrjrPOEkJAQTZotT8m4HdxO2+LfelxzB67ux7hSQECA5qYvW/chV5+DQmTo0KESGRmpSvv222/ln3/+0V3G7NmzNQGkzmLsnPe///2vVefOehme661evdqq89XVq1fLDz/84OhmuR1j294Z42fVq1fX3DT/xx9/yLZt24rfR0VFSdOmTU2WUbFiRWnfvn3x+5SUFM1NQ35+fk6bFd6wz1JW+yulZeLEiarfo+zsbJkwYYImCPjhhx+26iZ/kVvn2BMmTFCl5eTkyOOPP25VOQsXLpS1a9eq0mrWrGk0SLMkY0+R/Pnnn3XXm5eXJ88995zu5VG66Dc6pt/oyvHj8ePHa2aL37Rpk7z33nulWu/tiuBmAAAAAIDbGzNmjObxjdu2bZPJkyfryn/mzBm5++67NYMW48eP18yqYE6PHj3Ew8NDlfbnn3+q3pt7XKGISOfOncXX17f4/apVqzSBToYzyTiTYd0pKSmqgf1q1apZfBS2YdCF4TYyHPw3JyIiQnOxYe7cubJv3z5d+WfNmiXTpk3Ttayhp556yupZLors3r1bE6DYokULm8qyx/jx41Wzb+bm5mo+jzvvvFMzw7Me5cuXN7oPjh49Wvd2e+WVV2TZsmWqNB8fH/nPf/5jMa+xWUeffvppXfWePXtWRowYIXl5ebqWd3fR0dGaWVzS09NlyJAhcv36dYv5c3Jy5O6779ZcVGzevLlNQVRDhgzRHFtnzZol8+bN0zzqc9y4cVaXLyLyxhtvaC42LV++XMaOHat5fKdeCQkJ8uCDDzr18exdunTRpL344ou6vps3b96U4cOHl7kAQFt5eHhoAoZFbs3W9/zzz9t8YWLr1q1y3333WVxu/Pjxmgsq48aNkwceeMDo8lOnTtUcp4zN/GytnJwcGTp0qK7vaWpqqgwdOlTTz7jvvvskLCzMbN7nn39eM9vc7t27ZciQITbvI2fOnJEpU6bIwYMHbcrvbK1atZJhw4ap0vLy8mTIkCFWBfCUlJOTIzNmzNDcHOdOypUrZzQAcsqUKTJv3jyry8vIyDA7M9KQIUNUT/0QufUb1rdvX0lISLC6PpFbs9F+8MEHTnnkbBHDPnRBQYGsWLGi+L23t7fExsaaLcPwPGLp0qUW6yktzZo106RZGzx4u6hevboEBQWp0srqtvi3Htfcgav7Ma7k6ekpTZo0UaWtXLnSpnV29Tkobv2eGQYIFxYWyl133aV5Ypcx8+fPd+nNmd26ddOcg6WkpEjv3r3l/PnzVpd3+vRpk38zrOfkyZO6ZxrfvXu33HvvvVZN6uAqH3/8sWZSBL0yMjI0E1EEBQVJjRo1HNAyywz7VStXrlSdi+sZD7E0Btq5c2ern5RmK8P+28GDB+XcuXNOqbssqFKliuYpNb/99pvqvZeXlyZIWa/JkydrbpJZsGCB7pnq9+zZY7Tuxx57zGKwdceOHTX91c8++0zOnDljsd7CwkKZPHmyTU/EQ+mg3+iYfqOI68aPfX19jY6rvPDCC/LFF1/YVK+IyF9//WVzn9XDw0PzKisIbgYAAAAAuD1/f3/56quvNOlffvmlDB8+XC5fvmwy7/Lly6Vz586awdxatWrJG2+8YVU7IiIizM7YUatWLalbt67ZMipUqCCdOnUy+ffAwEBp166dVe1yJGMB3CXpGdjv0KGDJiCqpNjYWKtmRBoxYoTqfV5entx5552yfv16k3nS0tLksccek/HjxxcPfgUGBuquU0Tk+++/l+joaOnVq5d8++23cuXKFV35/vzzT+nbt69m0G3UqFFW1e8IlSpVknvvvdfsMoazO1vjqaee0swkkZKSInFxcfLrr7+azJeWliYTJkwwOlD73nvvaWbjMmbo0KGamx6WLl0qDz30kCaAtqRFixZJTExMcZBiyeDvsuzLL7/UPLpv+/btEhsbK7t37zaZ78iRI9K9e3fNxcjy5cvL999/b1NbfHx8NN+7devWaWYwioiIkH79+tlUR4sWLeT999/XpM+ZM0diYmJk6dKlui4Ep6amysyZM6V3797SrFkz+fHHH6WgoMCmNtmiXbt2UrNmTVXa5s2bZejQoWYfW7xz507p0qVLcXCVtce3smrAgAFGZxN/9913pVu3broDsy5duiSff/65dOzYUTp27ChLliwxu/xnn32muejZtGlTsxckPDw8ZM6cOVKtWjVV+vTp0zWzuepVdLw6cOCAdO7c2ezFx6LvyIEDB1Tp4eHhumaKiYqKkh9++EHTJ1i5cqXccccd8tNPP2lmPDQmKytL5s2bJ0OHDpV69erJF198YfMFJFf45ptvpHbt2qq0lJQU6dGjhzzzzDOSlJSkq5zt27fLU089JbVq1ZJHHnlETpw4URrNdZhx48ZpAiBzcnLk3nvvlUceeUQuXLhgsYyEhAR57rnnpEaNGrJ//36zy/7yyy+a3/STJ09K+/bt5e2339b1aPLCwkJZt26dTJw4UWrUqCHPPvus7s/HEdq0aWN0ht8iHTt2FD8/P7Nl1KhRQ+rVq2fy702aNDH6VJPS0LRpU81vy7Rp02T27Nn/qhncRW4dzzt06KBKW716tTz//PO6zw/cyb/1uOYOXNWPcQeGs5YePXpUJkyYoCvoypArz0Fxy2OPPaY5LmZkZEhsbKw8+uijsmvXLtXfCgoKZMOGDTJ8+HAZOXJkcfCoYRnOMmfOHE2/4+DBg9KmTRuZMWOGxT5u0U3jd911l3Tv3t3kcoZjWSK3tt2XX35p8ly1oKBApk+fLt26dSs+H3T3c70NGzZI7969pWnTpvLOO+/IkSNHdOVLSEiQnj17ao4DI0eOdFowsKUxTluCm20pw1EMj7WFhYUyfPhwiY+Pd1ob3J2liVIGDRpkc3+7Zs2a8tZbb2nSn332WZk0aZJkZGSYzDtnzhzp0aOH5rynXbt2up6o5uvrqwlazczMlJ49e5q9+ScxMVHuuusumTFjhojcPmOktwP6jf/Hnn6jK8ePJ02aJIMGDVKlFRYWypQpU2TIkCG6J+85deqUvPfee9K8eXPp27evzTellmVelhcBAAAAAMD1RowYIStXrpSZM2eq0hcuXCjLli2Tvn37SpcuXSQqKkpu3rwpp06dkiVLlsjevXs1ZZUvX15++uknzYwGevTs2VMTKFTyb3rLMPUIzri4OKsffedIlSpVkpYtW8qePXuM/l3POnp7e0uXLl3kr7/+srmMkp544gn54osvJC0trTgtKSlJunXrJrGxsdKnTx+pVauWeHp6SlJSkmzZskVWrFghmZmZxcv36NFDqlatKnPmzLGqbpFbwQurV6+WiRMnSnR0tLRq1UqaNGkilSpVkuDgYCkoKJBr167J4cOHZdWqVUYv5HTp0kVGjhxpdd2OMHnyZJk1a5bRv9WsWdPm4FKRW5/1zz//LO3atVNt7+TkZLn33nvl9ddfl8GDB0u9evUkICBALl++LNu3b5clS5YYnVG4f//+ugbtRW4NuL/yyiuaRzx+9913smzZMrn77rulZcuWEhAQIKmpqXLkyBFZvny5HD16tHjZe+65Ry5duiQbNmywbQO4kbp168r06dPlwQcfVKXv3btX2rZtK506dZI777xTqlevLuXKlZMLFy7I6tWrZe3atUYv3r7zzjuamTStMXbsWNVNKYWFhaptLyLywAMPaB41aI0nn3xSDh06pAnC3rdvnwwcOFBq1Kgh3bp1k5YtW0qlSpXEx8dH0tPTi78Pu3btkoSEBF0BmqWlXLly8uqrr2pmsP7zzz+lVq1aMmzYMImJiZGwsDDJzMyUs2fPyooVK2THjh2qwfcvvvhC89nfrj7++GM5duyYrFy5UpX+zz//SNeuXaVhw4YSFxcn0dHREhoaKuXLl5e0tDS5du2aJCQkyK5du+To0aO6Z32Jj4+XZ555RpXm7+8vCxYsUD2JwZiwsDD55ZdfpFu3bqrv2fjx46VVq1YWb4gy9Oyzz8pHH30kmZmZcujQIYmJiZHOnTtL3759pXr16iIicu7cOfnrr79k48aNmgs0Hh4e8tVXX+l+zPOwYcPkjTfekJdfflmVfurUKXnggQfk6aeflri4OGnTpo2Eh4eLv7+/ZGRkSFpamiQmJkp8fLzs379fM3N0WVKpUiVZsmSJdO7cWXWhOT8/Xz788EP57LPPpEOHDhIbGyvVqlWTkJAQycnJkbS0NLl06ZLs2bNH4uPjJTk52YVrYZuZM2fK4cOHVRfDFUWRGTNmyKxZs6Rjx47SrVs3qVKlioSEhEhWVpakpKTI/v37Zdu2bVbNKl+vXj2ZP3++9OvXT3Jzc4vTs7Ky5KWXXpJp06ZJ586dpVOnTlK5cmUJDg6W7OxsSUtLk3Pnzsnu3btl9+7dqr6is3l6ekpcXJz8/vvvRv9uzXlCYmKiXWU4Qvny5WXUqFHy5ZdfFqdlZWXJ2LFjZcKECVK9enUJCAgQT0/1HEpvvPGGxcdml0Xjxo3TnNu8++678u6770rlypUlNDRU06cZOHCg1TfTOsO/+bjmDpzdj3EX48aN08xYO2vWLJk1a5aEh4dLeHi45gboNm3ayHfffacpy5XnoLjF09NT5s6dK7GxsarZjgsLC+Xrr7+Wr7/+WgICAiQqKkoKCgrk0qVLmhtj+vfvL8OGDZOtW7eq0p0xHlarVi2ZO3euDBw4UDVL7+XLl+WRRx6Rl156SXr16iV33HGHhIeHi4+Pj6rPsWnTpuLjp+GNqiX16NFDYmNjVUFI+fn5MmnSJPn0009lyJAh0qRJE/H19ZXk5GQ5ePCg/PHHH3Lx4sXi5SMjI+Wpp56SZ599thS2hGMlJCTIiy++KC+++KLUqlVLWrVqJS1atJDIyEgJDg4WLy8vycjIkMTERNm4caNs3rxZc75SqVIlef31153W5u7du0u5cuVMBqjp6Xu1b99eAgICTD41y5n9t0GDBkloaKjqqSnbt2+Xtm3bSkBAgFSpUsVo8KqxsfPbVWxsrDRr1szk2L49E0CI3Hqi3KpVqzTj/l9++WXxcadt27YSGRlZvD8sWrRIjh8/rikrKChI5s6dq3vc7Pnnn5e5c+eqgqgTExOlRYsWctddd0lcXFzxdZMLFy7IunXrZN26dcVjFWFhYfLYY49pzv/hOvQb/4+t/UYR140fe3h4yE8//SSdO3fWBDIvXrxYFi9eLC1atJC4uDipX7++VKpUSURu3ZBXNLaya9cuzVPk/pUUAAAAAABKOHXqlCIiqlfXrl0dUva6des0ZY8ePVp3/vz8fOWhhx7SlGHNKzAwUFm9erXN67Bs2TKTZc+bN09XGfHx8SbL+Oyzz2xum6M888wzJtuXlJSkq4wPP/zQZBn79++3uk3Lli1TypUrZ9Nn3rRpU+XatWvK6NGjVek1a9Y0W2dQUJBd37WS9V+4cMHqdXakmJgYo217++23HVL+zp07lYiICLu209ChQ5UbN25YVW9BQYHSs2dPm+qLjY1VsrOzla5du1p9vDN2LFu3bp1tG8/Bvv/+e8XLy8vmz8HDw0N59913HdKWpk2bmq3r4MGDdtdRWFiovPXWW4qnp6dD9lcRUZKTk83Wact3xpJ7773X5va++OKLiqIomvRXX33VYr22fpddvQ/k5uYqkydPdthn7u/vb7Se1NRUpXbt2prlf/zxR6vaO23aNE0Zd9xxh3Lz5k2TeYz1x2bNmqX88ccfNv0eenh4KN98841V7S7y/fffKz4+Pg7b3jt37jRbn7W/13rYu98eO3bM4jHNmtekSZPM1ufIfaxmzZqqcqzpe1+7dk3p0aOH3eurt+3bt29Xqlev7rDt/MEHH9i0zWw1ffp0k23Zvn27rjIWLlxosowlS5ZY3aZZs2Zpyjl16pSuvJcuXVKioqKs2uazZs0yWpY938OSXn31VU2dzlBQUGD1vmBqHR11jLP3OOHs45q97Pkul+So7W/Pd9pZ/RhHtbcke/bBsWPHWrVeln6rXXEO6qjtWJJhm0qzD2+MPet04sQJTX49r7i4OOX69evKt99+q/lbWlqaTethi3Xr1imhoaF2fYcsHUPOnDmjREZG2lR2YGCgEh8fb/Pxz9bjnbX5Bg0a5JBjWVBQkLJhwwZdbXSktm3bGm1P48aNdZcxYMAAo2WEhYUphYWFVrfJnnOXH374weptb4y7HGdKw9dff210OzRo0MCmz8tQVlaWye+E3leVKlWUvXv3Wl337NmzbaqvYsWKyrZt22w+3rjbZ0y/0fTr39pvdMX4cZGMjAxl2LBhDqs3Ojpa93YsyVhZZYX6lmoAAAAAANxYuXLlZMaMGfLpp5+afeyzKTExMbJp0ybp0aOHzW3o2rWr5s5wkVt3Ypt7HGVJrVq1Kr4T25AzZ/QwxVQbmjVrJpGRkXaVERkZKc2aNbO6Tf369ZMFCxZY/TjOAQMGyMaNG236vkRFRVmdpyQPDw8ZPXq0bNq0yeWPuDX22MXy5cvL+PHjHVJ+mzZtZOvWrTZ9f/39/eX111+XBQsWWP34Q09PT1myZIkMGDDAqnz333+/rFy50uKsq2XRuHHjZMWKFdKgQQOr81avXl0WLlwoU6dOdUhbxo4da/Jv7dq1k+joaLvr8PDwkBdffFFWr15t10zTIrce9zthwgSpWLGi3e2y1qxZs2TChAlW5fHx8ZHPPvvM6GNPb3fly5eXzz//XBYsWGDTd72kiIgI+c9//mP0b+PGjZNTp06p0saPHy+jRo2yqo6pU6dK3759VWm7du2Sp556yrrGyq2ZQBcvXizBwcG684SGhsrcuXPl4Ycftro+kVvbYevWrbr7Oab4+PjIPffcIzVq1LCrHFeoX7++bN++XZ588knx9/e3q6w2bdrY9dQEZwoJCZG//vpLXnvtNQkICLCpDB8fH939t3bt2snu3btl7NixRvvbenl4eEhcXJx06dLF5jJsYaofFBwcLHfccYeuMrp3766ZDVlExMvLS+Li4uxpntWioqJk7dq1utt+O/P09JSFCxdqHvddlv1bj2vuwFn9GHfz1VdfyWOPPWb0GGcLV52D4v/UqVNH9u3bJ5MmTdL1uVaoUEFefPFFWblypVSsWFFSU1NVf/fw8LC5v2GLuLg42bFjh9XjCSVZGiOrUaOGrF27Vho2bGhVuQ0bNpQtW7aUid9ge8fOREQ6d+4sW7ZskdjYWAe0yDqmjiHWHFtMLdu9e3fx8PCwqV22evDBB+W7775z6r5U1owaNcro+fTEiRMd8nn5+fnJ4sWL5aWXXrJp3PHOO++UrVu3SosWLazOO3r0aJk5c6ZVT0mrU6eObNq0Sdq3b291fSh99Bsd02905fhxQECALFy4UL766iupWrWqXXXXqFHD7Hj77YrgZgAAAABAmfPf//5XTpw4IS+99JI0atTI7LI+Pj7Sq1cv+e2332Tr1q02BdaW5O/vLzExMZr0li1bSlhYmK4yPD09jQYIValSRRo3bmxX+xyhS5cuUqFCBU26NQP7zZs3l4iICE26PYHlQ4YMkf3798sjjzxidnC46LHgf/zxhyxdutSqALCSih479uabb0qvXr10B+YUDRTu3r1bZs+eLUFBQTbV70jGBu2GDh2qO1hdjzp16siqVavk77//lrvuustikESdOnXkiSeekMTERHnllVdsHqz09fWVpUuXyrx586R58+Yml/Pw8JDOnTvL8uXL5aeffrqtL2L37NlTEhIS5JtvvpFOnTqZfbSvh4eH3HHHHfK///1Pjh07JkOHDnVYO0aNGmUyOM3RA7HdunWTnTt3yl9//SXDhw+X8PBwXflq164tEyZMkAULFkhSUpJ8++23LvluVKhQQb799ltZtmyZdOrUyeyyQUFB8sgjj0hCQsK//hHad999txw+fFjmzZsnAwYM0H28bdy4sUyZMkWWLVsmFy5ckPfff1+zzCeffCK///67Kq1Zs2by+eefW91ODw8PmTNnjlSrVk2VPn36dFm4cKHV5Q0YMEAOHTokkyZNMvvbFB4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Dhw6Nu+++O1cIZPXq1UnVc08//fR8w4dbMnPmzDjvvPMS7bJly8brr78ehx12WJ79MzIy4thjj43OnTtHly5d4scff4yITcGtc845JymQUZCFCxdGy5YtY+TIkbmCY5u3c+qpp0bFihXjuOOOSyx//PHH45prrslVxbV+/fp5bqdSpUr5hnzysnbt2lyP6j7xxBPj+eefzzMk2bBhw3jllVfiwgsvjAceeCCx/JJLLonjjjsuz/eWlxUrVkSNGjXiww8/jL322ivPPql+tqnYXInxlFNOiSFDhuRZdbt8+fLxf//3f7F69eqkwNijjz5aYLj58ssvj+XLlyfanTp1imHDhuUZ6qpcuXLcdNNN0apVq+jdu3ciDFacTj/99KRqnc2bN4933303GjZsmO+YWrVqxdlnnx1nn312/Pzzz/n2u+KKK+K+++7bYjXS0qVLx4knnhgHH3xwdO/ePb7++uuI2FRN+5ZbbokmTZoU7k0VgexB0oiIl19+Obp161bgmJYtW0bLli3jsssui3Xr1hXZXHr06BF33XVXoj1s2LB8w83Zw7yHHXZYDBs2LDZu3BhLly6NcePGRadOnfIclz3Iuvvuu+f7+xo7dmxS6L569erx/vvvR9u2bfPsX6pUqejbt2906dIlOnfunKji+re//S1OOeWUXCHj/KxYsSI6dOgQw4cPj6pVq+Z6vWTJkkk3n7z00ktJIdiGDRvGqFGj8j3+lS9fPgYOHBidOnWKgw46KNasWRNZWVkxYMCAmDx5cpFX1M1uyZIlsc8++8T777+f53urXbt2vPzyy9GuXbtEgHjatGnx5z//OREkfvjhh/Os5r3XXnvFO++8Ey1atIjVq1dHxKbP5v7778/3s//mm29y3QRz7733xoUXXphn/y5dusQnn3wSPXr0iDFjxkRExJo1a+Kss86KcePG5Tkm+++rRo0a8f777xdYpb1UqVLxpz/9Kf70pz/FjTfemOsYXatWrcTNOdlfK1WqVKHOeYXRsWPHpEqv7733XsyYMSOl7f33v/9N3BAVEXHcccdF3bp1i2xuEydOjCuuuCJpWf/+/bd4PG7dunW0bt06rrnmmnyPYQ899FB8+umniXbFihVj2LBheR5bNl/H7bPPPnHAAQckzmlTpkyJ66+/Pm6//faU3s/masVXXHFFvpWYq1evHoMHD44lS5Yk9q/MzMx44okncj2JY7Ps+2GpUqVi+PDhsfvuu+c7j4yMjGjfvn20b98+rr322lxPJ6hWrVoiXJvzWnVb98PtfV1UGOvWrYtevXolBZu7dOkSb775ZoG/6/r168dFF10UAwYMiPnz5ye9Vq9evTzHlCtXrth+0717946BAwcmbiJ85pln4p///GdK/03x3nvvxZw5cxLto48+Ot9r3jvvvDPef//9RLtdu3YxbNiwqFmzZp79q1WrFrfccku0a9cuTjrppMjKyoo1a9bEJZdcEh988EFh3mK+5s+fn/QkmlRs/m8eAAAAAAAAYJPiS5YAaSn7I5eXLl0ar732Wq4+L7/8clLV2b59+2719m6//fZEACxiU+XD/ILN2dWpUyeee+65RDszMzPuvvvulLdbqlSpeOmll7YY/j322GOjffv2ifasWbOKNVzw3HPPxbx58xLthg0bxuDBg/Ot/rrZPffcE23atEm0V61aFQ8//HChtn3PPffkG+ApDrvvvns8/vjjeQabs/vHP/4RZcqUSbQLCpbMnTs3XnnllUS7QoUK8dxzz22xWmWvXr1yhcqLw/Dhw+OTTz5JtCtVqhRvvfVWgcHmnPILIEVsqtpYmFBo9erV4/HHH0+0N27cGM8//3zK44tS9qqkNWvW3GKwObuMjIxclRe3RdeuXZPWl1915qysrBgxYkSi3atXr6QQdH7jJk6cmFT1eEtVm7MH+v7973/nG2zObo899kg6BixbtqzA6rA5lS1bNp577rk8w785ZWVlJQWwS5UqFW+++WZKgbjOnTsnjf3xxx/j9ddfT3meW6N06dIxdOjQAt9bqVKl4vLLL09atmTJkthzzz3jvvvuyzPYvFnDhg3j5JNPTrRXrVqVFE7N6a677oqsrKxE+/jjj8832LxZpUqV4oUXXoiKFSsmln322Wfxv//9L8/+2X9fBx54YIEByJxSqXK7vfTv3z/x98aNG/OsQJuXRx55JKmd/aaqonDzzTfHhg0bEu3DDz887r///pSPx+XLl89zf9y4cWPcc889Scv++c9/5nvTxGYtWrTI9Z4fffTRWLFiRUrzidhUkTuVJ2LcfPPNSe2CztHZ98PWrVsXGGzOqWTJklt9I93W2t7XRakaMmRI0me5yy67xBtvvJHy7zojI6NIw/1bq2rVqnHCCSck2gsWLIi33norpbE5n2SR3zXc6tWrk0L9VatWjbfffjvfYHN2J5xwQtKxYuTIkUnVn7fFQw89FHvttVeh/h177LFFsm0AAAAAAAD4vRBuhj+YPffcM/bdd99EO2d4IOeyjh07RsuWLbdqW7/++mvSupo0aRLnnntuyuM7dOiQVMH3zTffTHns8ccfHy1atEip75///Oek9ldffZXydgpryJAhSe2rrroqKbyWn5IlS8ZNN92UtCz747q3ZNddd41TTz015f5FYeDAgXk+Nj2nGjVqROfOnRPtuXPn5qo4uNnLL7+cFDA79dRTU644eM011xRrtdiIyBU4HzhwYKHCXcVhn332SQpXZw9f7yjLly+PNWvW7LDtly9fPrp06ZJof/zxx4lq49l9++23Sftijx494pBDDkm0s1d1zi5n6Dm/cPPUqVPjP//5T6LdtWvXOPzww1N7E7EpmJX9uy3MMfKEE05Ied8cOXJkjB8/PtE+9dRTY++99055W/37908K0BZmnlvjxBNPTOm95fW9XHrppUk3W+Qn+34QEYnq6DmtXbs26UkIERG33HLLFtcfselmhpwh3VSO+/kdP38LevfunRTgfPLJJ2P9+vUFjpk1a1a88847iXbz5s0LdfPElixevDjpOyxRokTcf//9BQbgU/W///0vpk+fnmjXr18/zj///JTGHn/88Uk3Zy1fvjzPG9byc/XVV6d0TmzZsmXSeTa/fT2ndN8Pd8R1UapyXkvcdNNNKYV101G/fv2S2k888cQWxyxcuDDpPLHrrrvmOuZu9vzzzydVSL744otjp512Snl+AwcOTGoX9/kJAAAAAAAASJ1wM/wBZa/e/MEHHyQ9yn3atGnx4YcfJtrbUrX5o48+SqrafMIJJxQ6XHrggQcm/p45c2bSXAty5JFHpryNnCHo4grkrF+/PsaNG5dolypVKqn655YcdthhSZWop0+fHnPnzk1p7NFHH13swd6ciuM7yBnMPemkk1LeRoMGDZKC/UVt48aNMWrUqKRlhQnzb4usrKxYuXJlzJs3L2bMmJHrX/b9ZtKkSdtlTjk1b9488ff69evjiiuuSKpmu71lD0qtW7cu6bi3Wfbw8p577hm77LJL0rixY8fG8uXLCxxXsmTJpONYdtmrQkdsqgxdGBkZGdG1a9ek+axbty6lsYWpEJkzrF3YeVaoUCE6duyYaI8ePbpQ4wsr1YB4vXr1clV9T+XJAhERTZs2TWr/8ssvefb77LPPYu3atYl2hw4dYo899khpGxERZ5xxRlL7o48+yrNf9t/Xxx9/HC+++GLK20gn5cqVS7pG+eWXX7ZY6fvRRx9Nqn7+17/+tUjn9OGHH0ZmZmai3aNHj9htt92KZN05v8/evXsX6lyd6v6RU/ny5aN79+4pbyf7OXrVqlWxcuXKPPtl3w9nz54dd9xxR8rb2N52xHVRKhYvXpwUIK9atWr07t17x01oGx1wwAFJx7z33nsv6ckGeXnmmWeSzmV9+/bN97va1vNTkyZNokGDBol2cZ+fAAAAAAAAgNSV2tETALa/k08+OS6++OJYvXp1bNy4MYYMGRLXXnttRGyqkrg5cFi+fPltClTkDNnsvPPOMWPGjEKtI2cFzWnTpiWFEPKz5557pryN6tWrJ7WXLVuW8tjCmDBhQlLYu2XLllGlSpWUx5csWTL23XffePvttxPLPvvsszjmmGO2OLZt27aFm+w2qlSpUuy6664p90/1O/jmm2+S2tmrVqaiQ4cO8emnnxZqTKomTZoUS5YsSbSbNWtWqOqBhbFu3boYNmxYvPrqq/Hll1/G999/nxSgLEj2OW5PvXv3jrvuuivRvv/+++PDDz+Mfv36xVFHHRWNGzfervPp0aNHXHnllYn28OHD44gjjkjqkz00tTnU3KlTp6hUqVKsXLkyNmzYECNHjkz6Da5fvz4pKN2xY8eoVq1annPIeYysU6dOoY+RFSpUSPy9Zs2amDt3bkrVzAtzTMg5zxo1ahR6ntmPdTNmzIiNGzcWW7Aw1ar9EZuCg5uDmpUrV45ddtkl5XHZ5RVyj4j4/PPPk9rZq9SnYq+99ooqVaok1v/DDz/EsmXLcm3/lFNOiS+//DIiNt1o0atXr3jqqafitNNOi8MOOyypGnK6O++88+Kuu+5KBJYfeeSROPHEE/Psu2HDhqQnRJQvXz7+8pe/FOl8ct5UU5RVobd1/8jZ/7PPPktp3G677ZZShfLN8jpH57wxIGLTfvjqq68m2pdffnm8/vrr0bdv3zjiiCOK7Zy4Nbb3dVGqPv3006Qbf/bbb78oW7bsDpzRtjvzzDMT59vMzMx46qmn4uqrr863f/bfdEZGRoE3WmY/P5UpUybKli1b6PNTjRo1EjdPTp06tVBj83P++efne9zKz48//lioG48AAAAAAADg9064Gf6AqlSpEscff3w8++yzEbHpMffXXHNNZGVlxdNPP53o17Nnz1wBqsKYPXt2Uvviiy+Oiy++eKvXF7Gpol0qcgZxClK6dOmk9vr16ws1p1TlrEZcmOqdmzVv3jwp3Jxqlek6deoUelvbojCff0Tq38HChQsTf1epUiXf0Gh+UgnGb6158+YltVu2bFks23n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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q2_df.mean(axis=1).plot.barh(ax=ax, color=colors['mentors'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "babc7b53", + "metadata": {}, + "source": [ + "#### \"Would you be interested in returning to the next cohort as a mentor or expert, and/or join our steering committee?\"" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "3ea603ec", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "mentor_q3 = {}\n", + "other_answer = []\n", + "col = \"Would you be interested in returning to the next cohort as a mentor or expert, and/or join our steering committee?\"\n", + "answers = [\n", + " \"Yes I'd like to return as a mentor\",\n", + " \"Yes I'd like to return as an expert\",\n", + " \"Yes I'd like to return as a collaborator to run this program in my network\",\n", + " \"Yes I am interesting in joining the OLS steering committee\",\n", + " \"I am not sure yet but ask me later\",\n", + " \"I would take a break but please keep me informed about the next cohort\",\n", + " \"No I would not be able to return\",\n", + " \"Other\"]\n", + "for c in mentor_df:\n", + " mentor_q3[c], oa = get_mcq_possible_answers_counts(col, mentor_df[c], answers)\n", + " other_answer += oa\n", + "mentor_q3_df = pd.DataFrame.from_dict(mentor_q3)\n", + "mentor_q3_df = 100 * mentor_q3_df / mentor_q3_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "bb38d1e2", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "5fe2d0c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Yes',\n", + " \"but I don't know how yet! Could be any of the three ways...\",\n", + " '',\n", + " 'but maybe relevant only if there is applicants from ecology / biodiversity fields like it was in OLS2',\n", + " 'I have signed up as both an expert and mentor for OLS-3',\n", + " 'I would like to not use platform that collects data (more details in email)',\n", + " \"I've signed up as both expert and mentor but I'm happy to relay the baton and give this excellent opportunity to others.\",\n", + " 'I am not sure yet but ask me later when you have launched OLS-4',\n", + " 'I am keen to open this up and invite more building energy researchers - this network is developing informally so I would like to plan further developing a community',\n", + " 'either as a mentee',\n", + " 'mentor or expert. I just need to think it through/discuss.',\n", + " 'I should have more time in September to be able to put in more time into this during working hours: especially if I can get the credits for the PhDs sorted out and have some of them apply. ',\n", + " \"I'd like to take a break for OLS-4\",\n", + " 'but please contact me for OLS-5 :)',\n", + " 'I checked yes to the collaborator option',\n", + " 'but actually',\n", + " 'I want to know what this means exactly.',\n", + " 'No',\n", + " 'I would not be able to return',\n", + " 'I love this community',\n", + " 'I would like to continue being involved in OLS',\n", + " 'but need to assess my possible time commitments over the next few months first',\n", + " 'Participant',\n", + " 'Also happy to be a reviewer this round (have registered already)',\n", + " 'Not sure about the time/duties of the steering committee',\n", + " 'but would be happy to know more about it',\n", + " '',\n", + " 'Yes',\n", + " \"I'd like to return as a mentor\",\n", + " \"I'd like to return as an expert\",\n", + " 'I am interesting in joining the OLS steering committee',\n", + " \"I'd like to return as a collaborator to run this program in my network\",\n", + " 'No',\n", + " 'I would not be able to return to OLS-8',\n", + " 'I would be happy to help out in anyway. There is wonderful overlap with the eLife Ambassadors community. Looking forward to discussing',\n", + " 'but can be a mentor in OLS-8 if needed',\n", + " 'Happy to leave mentoring to other people',\n", + " \"I've been thinking on a way to get the students on my community to participate on OLS regularly. Let's chat!\",\n", + " 'I may join back as a mentor after my defence (probably after september.))',\n", + " 'I am on the last leg of my PhD so I dont have abandwidth to take up other commitments. While I woould like to remain a pat of the network ',\n", + " 'I won’t have time :/ ']" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "a6eed762", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(mentor_q3_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "26892830", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q3_df.plot.barh(ax=ax, colormap=colors['mentor_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "60f728de", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q3_df.mean(axis=1).plot.barh(ax=ax, color=colors['mentors'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "markdown", + "id": "60c00d20", + "metadata": {}, + "source": [ + "#### \"Do you think your mentee was able to effectively engage with OLS throughout the program?\"" + ] + }, + { + "cell_type": "markdown", + "id": "3a493485", + "metadata": {}, + "source": [ + "Possible answers:\n", + "- Yes they were able to engage\n", + "- No they had difficulty engaging or attending calls\n", + "- Other" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "ccead05d", + "metadata": {}, + "outputs": [], + "source": [ + "mentor_q4 = {}\n", + "other_answer = []\n", + "col = \"Do you think your mentee was able to effectively engage with OLS throughout the program?\"\n", + "answers = [\n", + " \"Yes, they were able to engage\",\n", + " \"No, they had difficulty engaging or attending calls\",\n", + " \"Other\"]\n", + "for c in mentor_df:\n", + " if col in mentor_df[c]:\n", + " mentor_q4[c], oa = get_question_possible_answers_counts(col, mentor_df[c], answers)\n", + " other_answer += oa\n", + "mentor_q4_df = pd.DataFrame.from_dict(mentor_q4)\n", + "mentor_q4_df = 100 * mentor_q4_df / mentor_q4_df.sum()" + ] + }, + { + "cell_type": "markdown", + "id": "86ed28bc", + "metadata": {}, + "source": [ + "Other answers:" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "b7beda7e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['I think they were able to engage most of the time. They often had to catch up between the calls and what they effectively used in their project.',\n", + " \"I think Arent was very much capable to effectively engage but I also received his feedback that he wished he had more time to really get the most out of it. I guess that's life :) Gill had a very busy time with teaching and the project changed focus in the middle of OLS so it was a bit more rough there. I think she managed to get at least something out of the programme but she has also been out of touch over christmas so I'm not sure if she's managing to graduate. I think in general people are just worn out over the pandemic: I myself was also not at my best in December and feel a bit more recharged right now. \",\n", + " 'I think she was able to engage but did not attend a number of cohort calls, My guess (but take this as my hypothesis) is that thai partly related to being busy, and partly to the nature of the project, which involved organizing an event and thus some of the topics of the cohort calls would not have been applicable.',\n", + " \"They were engaged with mentor calls, didn't manage to attend as many cohort calls as they wanted I think and probably also struggled with time to dig into all the material.\",\n", + " 'Perhaps not all members of the team but most of them',\n", + " '',\n", + " \"I think Alden struggled in the beginning to keep up with all the homework, especially since her project wasn't actually funded yet so she was limited in what she could actually implement during the OLS program.\",\n", + " 'Did not manage to engage with Mahmood Usman, so not sure. ',\n", + " \"she couldn't engage as much as she wanted\",\n", + " 'I think they were able to engage enough with the materials, a little less with th community per se becasue of language barriers',\n", + " 'no, he had personal difficulty engaging or attending calls related to his VISA ',\n", + " 'They had difficulty engaging with the mentorship side of the program but they were very active attending the community calls.']" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "other_answer" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "2e188f35", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "sns.heatmap(mentor_q4_df[::-1], cmap='Greens', linewidths=0.5, annot=True)\n", + "plt.xticks(rotation=45)\n", + "plt.yticks(rotation='horizontal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "1891a165", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q4_df.plot.barh(ax=ax, colormap=colors['mentor_colormap'])\n", + "plt.xlabel('Percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)\n", + "#plt.savefig('../', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "f521b79b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q4_df.mean(axis=1).plot.barh(ax=ax, color=colors['mentors'])\n", + "plt.xlabel('Mean percentage of answers')\n", + "plt.gca().invert_yaxis()\n", + "t = plt.title(col)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "4c40875d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_dpi(300)\n", + "mentor_q4_df.mean(axis=1).plot.pie()\n", + "t = plt.title(col)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.4" + }, + "vscode": { + "interpreter": { + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/results/training_materials_video_library.ipynb b/results/training_materials_video_library.ipynb new file mode 100644 index 0000000..00b451f --- /dev/null +++ b/results/training_materials_video_library.ipynb @@ -0,0 +1,1024 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c67837a6-d5e1-469d-8f5b-eaf1dcf013f3", + "metadata": {}, + "source": [ + "# Training Materials and a Video Library" + ] + }, + { + "cell_type": "markdown", + "id": "c3616889-4ccb-42ee-acaa-b1b1989d115f", + "metadata": {}, + "source": [ + "This page shows stats about the video library and OLS YouTube" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "61f52b10", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import yt_dlp" + ] + }, + { + "cell_type": "markdown", + "id": "9f756448", + "metadata": {}, + "source": [ + "## Video library" + ] + }, + { + "cell_type": "markdown", + "id": "aeff1132-a5b7-4e52-9563-3e6027ac5a24", + "metadata": {}, + "source": [ + "The video library contains available videos from talks in Open Seeds cohort calls. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8a01525e", + "metadata": {}, + "outputs": [], + "source": [ + "baseurl = \"https://raw.githubusercontent.com/open-life-science/open-life-science.github.io/main/_data/artifacts/openseeds/\"\n", + "library_df = pd.read_csv(f\"{baseurl}library.csv\", index_col=0, na_filter= False)" + ] + }, + { + "cell_type": "markdown", + "id": "60bcfa69-6f97-4b1f-aac0-61690769993d", + "metadata": {}, + "source": [ + "Number of talks" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e4d7fb69-b1e9-44fe-91e9-dcdb872e252a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "233" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(library_df)" + ] + }, + { + "cell_type": "markdown", + "id": "26a06af9-7268-499c-81e9-5fedeaf43ff7", + "metadata": {}, + "source": [ + "### Speakers" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1ae27d96", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "speaker_df = (\n", + " library_df\n", + " .groupby(by=\"speakers\")\n", + " .count()\n", + " .drop(columns = [\"title\", \"date\", \"cohort\", \"tag\", \"subtag\", \"recording\"])\n", + " .rename(columns = {\"slides\": \"Total\"})\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "fc1133f2-c2e3-409f-9fdc-4a8a9cdc0233", + "metadata": {}, + "source": [ + "Number of speakers" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3b9cb173-0b1c-4198-8ac5-3102a5b12bfd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "116" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(speaker_df)" + ] + }, + { + "cell_type": "markdown", + "id": "88098e84-6045-4c0f-931c-58d140cf32de", + "metadata": {}, + "source": [ + "Mean number of talks per speaker" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7e31d5b6-3921-474d-a7e3-0ef6036e3cdf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0086206896551726" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "speaker_df[\"Total\"].mean()" + ] + }, + { + "cell_type": "markdown", + "id": "f1c85890-c80f-4a5c-9f82-7fe0780c890e", + "metadata": {}, + "source": [ + "Median number of talks per speaker" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f55cb944-d9ae-4be1-b115-82ce3a358f7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "speaker_df[\"Total\"].median()" + ] + }, + { + "cell_type": "markdown", + "id": "9a7170ec-1376-4816-80d0-0dbf84836378", + "metadata": {}, + "source": [ + "Distribution of the number of talks per speaker" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "730cd9b2-3d29-437f-8a56-baa9cd7d74f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of talks')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Total
tagsubtag
Not sortedNot tagged5
Open LeadershipOpen Leadership in Practice30
Open Life ScienceOLS Introduction12
Open ScienceOpen Access Publication8
Open Data14
Open Educational Resources7
Open Engagement of Social Actors7
Open Evaluation5
Open Hardware6
Open Science Infrastructures3
Open Science Introduction3
Open Source Software16
Openness to Diversity of Knowledge3
Project, Community & Personal ManagementAgile & Iteractive Project Management6
Ally Skills for Open Leaders4
Community Design for Inclusivity1
Community Interactions6
Equity, Diversity and Inclusion (EDI)6
Mountain of Engagement8
Personal Ecology8
Personas & Pathways7
Tooling for CollaborationCode Review3
Code of Conduct8
GitHub Introduction6
Good Coding Practices3
Open Licensing8
Package Management1
README8
Setting up a project3
Tooling for Project DesignOpen Canvas13
Project Roadmapping13
Tooling for Project Design Introduction2
\n", + "
" + ], + "text/plain": [ + " Total\n", + "tag subtag \n", + "Not sorted Not tagged 5\n", + "Open Leadership Open Leadership in Practice 30\n", + "Open Life Science OLS Introduction 12\n", + "Open Science Open Access Publication 8\n", + " Open Data 14\n", + " Open Educational Resources 7\n", + " Open Engagement of Social Actors 7\n", + " Open Evaluation 5\n", + " Open Hardware 6\n", + " Open Science Infrastructures 3\n", + " Open Science Introduction 3\n", + " Open Source Software 16\n", + " Openness to Diversity of Knowledge 3\n", + "Project, Community & Personal Management Agile & Iteractive Project Management 6\n", + " Ally Skills for Open Leaders 4\n", + " Community Design for Inclusivity 1\n", + " Community Interactions 6\n", + " Equity, Diversity and Inclusion (EDI) 6\n", + " Mountain of Engagement 8\n", + " Personal Ecology 8\n", + " Personas & Pathways 7\n", + "Tooling for Collaboration Code Review 3\n", + " Code of Conduct 8\n", + " GitHub Introduction 6\n", + " Good Coding Practices 3\n", + " Open Licensing 8\n", + " Package Management 1\n", + " README 8\n", + " Setting up a project 3\n", + "Tooling for Project Design Open Canvas 13\n", + " Project Roadmapping 13\n", + " Tooling for Project Design Introduction 2" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tag_df = (\n", + " library_df\n", + " .groupby([\"tag\", \"subtag\"])\n", + " .count()\n", + " .drop(columns=[\"title\", \"date\", \"cohort\", \"slides\", \"speakers\"])\n", + " .rename(columns={\"recording\": \"total\"})\n", + " .rename(columns=str.capitalize)\n", + ")\n", + "tag_df" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "1671c6b5", + "metadata": {}, + "source": [ + "## YouTube stats" + ] + }, + { + "cell_type": "markdown", + "id": "216f96ec-cdaf-4848-ba16-cbac973b6afb", + "metadata": {}, + "source": [ + "All videos from Open Seeds calls are uploaded on the [OLS YouTube channel](https://www.youtube.com/c/OpenLifeSci) " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6e8d7b5b-a0f3-4f1b-98c0-8f164d37b77a", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "%%capture\n", + "ydl_opts = {}\n", + "URL = \"https://www.youtube.com/c/OpenLifeSci\"\n", + "with yt_dlp.YoutubeDL(ydl_opts) as ydl:\n", + " info = ydl.extract_info(URL, download=False)\n", + " # ydl.sanitize_info makes the info json-serializable\n", + " channel_content = ydl.sanitize_info(info)\n", + "\n", + "# extract video information\n", + "videos = []\n", + "for v in channel_content['entries'][0]['entries']:\n", + " videos.append({key:v[key] for key in ['title', 'duration', 'view_count']})\n", + "\n", + "yt_stat_df = (\n", + " pd.DataFrame(videos)\n", + " .assign(Duration=lambda df: df.duration/60)\n", + " .drop(columns=[\"duration\"])\n", + " .rename(columns=str.capitalize)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "44860bfa", + "metadata": {}, + "source": [ + "Number of videos on the YouTube channel" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "85cb10a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "158" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(yt_stat_df)" + ] + }, + { + "cell_type": "markdown", + "id": "71387382-b154-4cad-9ffb-936ad3cb8a86", + "metadata": {}, + "source": [ + "Number of videos of the Open Seeds calls" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a88d7622-0200-4552-bbe7-f26a035707db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "74" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "openseeds_yt_df = yt_stat_df.query(\"Title.str.contains('OLS-')\",engine=\"python\")\n", + "len(openseeds_yt_df)" + ] + }, + { + "cell_type": "markdown", + "id": "797187e7-ca13-4c88-b7ca-10b84e6a35cb", + "metadata": {}, + "source": [ + "### Duration" + ] + }, + { + "cell_type": "markdown", + "id": "7594fe48", + "metadata": {}, + "source": [ + "Number of hours of Open Seeds videos on the YouTube channel" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "30c7b7e8-9fa0-4416-b767-90154adc5ce4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "78.0469444444444" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(openseeds_yt_df.Duration)/60" + ] + }, + { + "cell_type": "markdown", + "id": "d8254498-5f59-4fd1-8262-a65b9208566a", + "metadata": {}, + "source": [ + "Mean duration (minutes) of Open Seeds videos" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "50b35eaa-d49c-44bd-90fd-1e4c9dc798b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "63.28130630630629" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "openseeds_yt_df.Duration.mean()" + ] + }, + { + "cell_type": "markdown", + "id": "aec12f3d-fdf6-4568-b443-e3d5afecacb6", + "metadata": {}, + "source": [ + "Longest and shortest Open Seeds videos" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "765bc096-b7ca-41da-b575-ef28bdb160c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TitleView_countDuration
65OLS-4 Week 06 - Open Science I: Project Develo...67105.883333
125OLS-3 graduation session 381103.933333
4OLS-8: Open Leadership in Practice4593.233333
2OLS-8 - Week 10: Open Science Garden II4292.083333
52OLS-5 Week 06:Open science I: Project Developm...9286.066667
............
31OLS-6: Week 13 - Personal Ecology & Social hour3324.183333
60OLS-4 Week 13 - Self Care and Personal Ecology3814.866667
47OLS-5 Week 13 - Self-care & Social call [Skill...4212.816667
69Creating an issue on OLS-4 repository792.766667
34Call opens for application to the OLS-7 traini...300.450000
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TitleView_countDuration
136OLS-3 Application Launch Webinar and Q&A - J...83438.100000
32OLS-7 cohort launch application webinar38234.650000
135OLS-3 Week 2 Cohort call 1: Welcome to Open Li...22963.850000
140[OLS-2] Cohort call 6 - week 10 - Open Science...18669.916667
154OLS-1 - Week 2 - Cohort Call 1 - Welcome to Op...17156.616667
............
34Call opens for application to the OLS-7 traini...300.450000
64OLS-4 Week 08 - Community design for inclusivity2868.900000
48OLS-5 Week 12 - Designing & Empowering for inc...2459.416667
61OLS-4 Week 12 - Diversity and Inclusion & Ally...2254.933333
10Open Seeds OLS-7 Graduation - Group 1 (Multist...1884.916667
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