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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's load some data. The electoral results of the 2014 election are located in a file at `resources/data/election-2014.edn`. We can use the [slurp](https://clojuredocs.org/clojure.core/slurp) function for that."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"#'user/raw-data-str"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"(def raw-data-str (slurp \"resources/data/election-2014.edn\"))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's print that string!"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{:statistiques {:nbVoteValide 4232262, :isResultatsFinaux true, :nbBureauVote 21617, :partisPolitiques [{:numeroPartiPolitique 6, :nomPartiPolitique \"Parti libéral du Québec/Quebec Liberal Party\", :abreviationPartiPolitique \"P.L.Q./Q.L.P.\", :nbVoteTotal 1757071, :tauxVoteTotal 41.5161, :nbCirconscriptionsEnAvance 70, :tauxCirconscriptionsEnAvance 56.0} {:numeroPartiPolitique 8, :nomPartiPolitique \"Parti québécois\", :abreviationPartiPolitique \"P.Q.\", :nbVoteTotal 1074120, :tauxVoteTotal 25.3793, :nbCirconscriptionsEnAvance 30, :tauxCirconscriptionsEnAvance 24.0} {:numeroPartiPolitique 27, :nomPartiPolitique \"Coalition avenir Québec - L'équipe François Legault\", :abreviationPartiPolitique \"C.A.Q.-É.F.L.\", :nbVoteTotal 975607, :tauxVoteTotal 23.0517, :nbCirconscriptionsEnAvance 22, :tauxCirconscriptionsEnAvance 17.6} {:numeroPartiPolitique 11, :nomPartiPolitique \"Québec solidaire\", :abreviationPartiPolitique \"Q.S.\", :nbVoteTotal 323124, :tauxVoteTotal 7.6348, :nbCirconscriptionsEnAvance 3, :tauxCirconscriptionsEnAvance 2.4} {:numeroPartiPolitique 26, :nomPartiPolitique \"Option nationale - Pour l'indépendance du Québec\", :abreviationPartiPolitique \"O.N. - P.I.Q.\", :nbVoteTotal 30697, :tauxVoteTotal 0.7253, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 10, :nomPartiPolitique \"Parti vert du Québec/Green Party of Québec\", :abreviationPartiPolitique \"P.V.Q./G.P.Q.\", :nbVoteTotal 23163, :tauxVoteTotal 0.5473, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 22, :nomPartiPolitique \"Équipe Adrien Pouliot - Parti conservateur du Québec\", :abreviationPartiPolitique \"É.A.P. - P.C.Q.\", :nbVoteTotal 16429, :tauxVoteTotal 0.3882, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 0, :nomPartiPolitique \"Candidats indépendants/Independent candidates\", :abreviationPartiPolitique \"Ind.\", :nbVoteTotal 15361, :tauxVoteTotal 0.363, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 23, :nomPartiPolitique \"Parti nul\", :abreviationPartiPolitique \"P.N.\", :nbVoteTotal 7539, :tauxVoteTotal 0.1781, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 2, :nomPartiPolitique \"Bloc pot\", :abreviationPartiPolitique \"B.P.\", :nbVoteTotal 2690, :tauxVoteTotal 0.0636, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 7, :nomPartiPolitique \"Parti marxiste-léniniste du Québec\", :abreviationPartiPolitique \"P.M.L.Q.\", :nbVoteTotal 2016, :tauxVoteTotal 0.0476, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 28, :nomPartiPolitique \"Parti équitable\", :abreviationPartiPolitique \"P.Éq.\", :nbVoteTotal 1645, :tauxVoteTotal 0.0389, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 31, :nomPartiPolitique \"Parti des sans parti\", :abreviationPartiPolitique \"P.S.P.\", :nbVoteTotal 1291, :tauxVoteTotal 0.0305, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 33, :nomPartiPolitique \"Mon pays le Québec\", :abreviationPartiPolitique \"M.P.Q.\", :nbVoteTotal 521, :tauxVoteTotal 0.0123, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 29, :nomPartiPolitique \"Équipe autonomiste\", :abreviationPartiPolitique \"É.A.\", :nbVoteTotal 400, :tauxVoteTotal 0.0095, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 4, :nomPartiPolitique \"Parti unité nationale\", :abreviationPartiPolitique \"P.U.N.\", :nbVoteTotal 241, :tauxVoteTotal 0.0057, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 25, :nomPartiPolitique \"Québec - Révolution démocratique\", :abreviationPartiPolitique \"Q.R.D.\", :nbVoteTotal 163, :tauxVoteTotal 0.0039, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 16, :nomPartiPolitique \"Parti indépendantiste\", :abreviationPartiPolitique \"P.I.\", :nbVoteTotal 126, :tauxVoteTotal 0.003, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 32, :nomPartiPolitique \"Union citoyenne du Québec / Québec Citizens' Union\", :abreviationPartiPolitique \"U.C.Q./Q.C.U.\", :nbVoteTotal 58, :tauxVoteTotal 0.0014, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0}], :nbElecteurInscrit 6012440, :nbCirconscription 125, :nbCirconscriptionSansResultat 0, :iso8601DateMAJ \"2014-04-15T02:24:38,000-04:00\", :nbCirconscriptionAvecResultat 125, :nbVoteExerce 4295055, :tauxParticipationTotal 71.4326, :nbBureauVoteRempli 21617, :nbVoteRejete 62793, :tauxBureauVoteRempli 100.0, :tauxCirconscriptionSansResultat 0.0}, :circonscriptions [{:nbVoteValide 20626, :isResultatsFinaux true, :nbElecteurInscrit 33638, :nbBureauComplete 143, :candidats [{:nuLine truncated
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n"
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]
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}
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],
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"source": [
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"(println raw-data-str)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Now, we need to load the data as clojure code. Clojure data format is call [edn](https://github.com/edn-format/edn). \n",
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"\n",
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"To load edn data, there is the [read-string function of the clojure.edn module](https://clojuredocs.org/clojure.edn/read-string)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"#'user/election-result"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"(def election-result (read-string raw-data-str))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's print it"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{:statistiques {:nbVoteValide 4232262, :isResultatsFinaux true, :nbBureauVote 21617, :partisPolitiques [{:numeroPartiPolitique 6, :nomPartiPolitique \"Parti libéral du Québec/Quebec Liberal Party\", :abreviationPartiPolitique \"P.L.Q./Q.L.P.\", :nbVoteTotal 1757071, :tauxVoteTotal 41.5161, :nbCirconscriptionsEnAvance 70, :tauxCirconscriptionsEnAvance 56.0} {:numeroPartiPolitique 8, :nomPartiPolitique \"Parti québécois\", :abreviationPartiPolitique \"P.Q.\", :nbVoteTotal 1074120, :tauxVoteTotal 25.3793, :nbCirconscriptionsEnAvance 30, :tauxCirconscriptionsEnAvance 24.0} {:numeroPartiPolitique 27, :nomPartiPolitique \"Coalition avenir Québec - L'équipe François Legault\", :abreviationPartiPolitique \"C.A.Q.-É.F.L.\", :nbVoteTotal 975607, :tauxVoteTotal 23.0517, :nbCirconscriptionsEnAvance 22, :tauxCirconscriptionsEnAvance 17.6} {:numeroPartiPolitique 11, :nomPartiPolitique \"Québec solidaire\", :abreviationPartiPolitique \"Q.S.\", :nbVoteTotal 323124, :tauxVoteTotal 7.6348, :nbCirconscriptionsEnAvance 3, :tauxCirconscriptionsEnAvance 2.4} {:numeroPartiPolitique 26, :nomPartiPolitique \"Option nationale - Pour l'indépendance du Québec\", :abreviationPartiPolitique \"O.N. - P.I.Q.\", :nbVoteTotal 30697, :tauxVoteTotal 0.7253, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 10, :nomPartiPolitique \"Parti vert du Québec/Green Party of Québec\", :abreviationPartiPolitique \"P.V.Q./G.P.Q.\", :nbVoteTotal 23163, :tauxVoteTotal 0.5473, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 22, :nomPartiPolitique \"Équipe Adrien Pouliot - Parti conservateur du Québec\", :abreviationPartiPolitique \"É.A.P. - P.C.Q.\", :nbVoteTotal 16429, :tauxVoteTotal 0.3882, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 0, :nomPartiPolitique \"Candidats indépendants/Independent candidates\", :abreviationPartiPolitique \"Ind.\", :nbVoteTotal 15361, :tauxVoteTotal 0.363, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 23, :nomPartiPolitique \"Parti nul\", :abreviationPartiPolitique \"P.N.\", :nbVoteTotal 7539, :tauxVoteTotal 0.1781, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 2, :nomPartiPolitique \"Bloc pot\", :abreviationPartiPolitique \"B.P.\", :nbVoteTotal 2690, :tauxVoteTotal 0.0636, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 7, :nomPartiPolitique \"Parti marxiste-léniniste du Québec\", :abreviationPartiPolitique \"P.M.L.Q.\", :nbVoteTotal 2016, :tauxVoteTotal 0.0476, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 28, :nomPartiPolitique \"Parti équitable\", :abreviationPartiPolitique \"P.Éq.\", :nbVoteTotal 1645, :tauxVoteTotal 0.0389, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 31, :nomPartiPolitique \"Parti des sans parti\", :abreviationPartiPolitique \"P.S.P.\", :nbVoteTotal 1291, :tauxVoteTotal 0.0305, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 33, :nomPartiPolitique \"Mon pays le Québec\", :abreviationPartiPolitique \"M.P.Q.\", :nbVoteTotal 521, :tauxVoteTotal 0.0123, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 29, :nomPartiPolitique \"Équipe autonomiste\", :abreviationPartiPolitique \"É.A.\", :nbVoteTotal 400, :tauxVoteTotal 0.0095, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 4, :nomPartiPolitique \"Parti unité nationale\", :abreviationPartiPolitique \"P.U.N.\", :nbVoteTotal 241, :tauxVoteTotal 0.0057, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 25, :nomPartiPolitique \"Québec - Révolution démocratique\", :abreviationPartiPolitique \"Q.R.D.\", :nbVoteTotal 163, :tauxVoteTotal 0.0039, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 16, :nomPartiPolitique \"Parti indépendantiste\", :abreviationPartiPolitique \"P.I.\", :nbVoteTotal 126, :tauxVoteTotal 0.003, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0} {:numeroPartiPolitique 32, :nomPartiPolitique \"Union citoyenne du Québec / Québec Citizens' Union\", :abreviationPartiPolitique \"U.C.Q./Q.C.U.\", :nbVoteTotal 58, :tauxVoteTotal 0.0014, :nbCirconscriptionsEnAvance 0, :tauxCirconscriptionsEnAvance 0.0}], :nbElecteurInscrit 6012440, :nbCirconscription 125, :nbCirconscriptionSansResultat 0, :iso8601DateMAJ \"2014-04-15T02:24:38,000-04:00\", :nbCirconscriptionAvecResultat 125, :nbVoteExerce 4295055, :tauxParticipationTotal 71.4326, :nbBureauVoteRempli 21617, :nbVoteRejete 62793, :tauxBureauVoteRempli 100.0, :tauxCirconscriptionSansResultat 0.0}, :circonscriptions [{:nbVoteValide 20626, :isResultatsFinaux true, :nbElecteurInscrit 33638, :nbBureauComplete 143, :candidats [{:nLine truncated
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]
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"election-result"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's print it but with pretty print."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 31,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{:nbVoteValide 20626,\n",
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" :isResultatsFinaux true,\n",
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" :nbElecteurInscrit 33638,\n",
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" :nbBureauComplete 143,\n",
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" :candidats\n",
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" [{:numeroCandidat 436,\n",
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" :nom \"Bourgeois\",\n",
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" :prenom \"Guy\",\n",
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" :numeroPartiPolitique 6,\n",
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" :abreviationPartiPolitique \"P.L.Q./Q.L.P.\",\n",
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" :nbVoteTotal 8476,\n",
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" :tauxVote 41.09,\n",
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" :nbVoteAvance 2159}\n",
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" {:numeroCandidat 694,\n",
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" :nom \"Larouche\",\n",
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" :prenom \"Élizabeth\",\n",
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" :numeroPartiPolitique 8,\n",
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" :abreviationPartiPolitique \"P.Q.\",\n",
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" :nbVoteTotal 6317,\n",
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" :tauxVote 30.63,\n",
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" :nbVoteAvance 0}\n",
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" {:numeroCandidat 690,\n",
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" :nom \"Martel\",\n",
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" :prenom \"Sylvain\",\n",
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" :numeroPartiPolitique 27,\n",
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" :abreviationPartiPolitique \"C.A.Q.-É.F.L.\",\n",
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" :nbVoteTotal 3927,\n",
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" :tauxVote 19.04,\n",
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" :nbVoteAvance 0}\n",
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" {:numeroCandidat 582,\n",
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" :nom \"Dufour\",\n",
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" :prenom \"Valérie\",\n",
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" :numeroPartiPolitique 11,\n",
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" :abreviationPartiPolitique \"Q.S.\",\n",
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" :nbVoteTotal 1469,\n",
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" :tauxVote 7.12,\n",
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" :nbVoteAvance 0}\n",
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" {:numeroCandidat 786,\n",
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" :nom \"Trudel\",\n",
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" :prenom \"Richard\",\n",
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" :numeroPartiPolitique 26,\n",
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" :abreviationPartiPolitique \"O.N. - P.I.Q.\",\n",
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" :nbVoteTotal 235,\n",
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" :tauxVote 1.14,\n",
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" :nbVoteAvance 0}\n",
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" {:numeroCandidat 616,\n",
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||||
" :nom \"Perron-Tellier\",\n",
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" :prenom \"Maxym\",\n",
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" :numeroPartiPolitique 22,\n",
|
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" :abreviationPartiPolitique \"É.A.P. - P.C.Q.\",\n",
|
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" :nbVoteTotal 202,\n",
|
||||
" :tauxVote 0.98,\n",
|
||||
" :nbVoteAvance 0}],\n",
|
||||
" :iso8601DateMAJ \"2014-04-15T02:24:38,653-04:00\",\n",
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" :tauxVoteRejete 2.48,\n",
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" :nbVoteExerce 21151,\n",
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" :nbBureauTotal 143,\n",
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" :numeroCirconscription 579,\n",
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" :nbVoteRejete 525,\n",
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" :tauxParticipation 62.88,\n",
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" :tauxVoteValide 97.52,\n",
|
||||
" :nomCirconscription \"Abitibi-Est\"}\n"
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]
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}
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],
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"source": [
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"(clojure.pprint/pprint (first (:circonscriptions election-result)))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"Having fun with the data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"all keys (:statistiques :circonscriptions)\n",
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"statistiques keys (:nbVoteValide :isResultatsFinaux :nbBureauVote :partisPolitiques :nbElecteurInscrit :nbCirconscription :nbCirconscriptionSansResultat :iso8601DateMAJ :nbCirconscriptionAvecResultat :nbVoteExerce :tauxParticipationTotal :nbBureauVoteRempli :nbVoteRejete :tauxBureauVoteRempli :tauxCirconscriptionSansResultat)\n",
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"statistiques keys (:nbVoteValide :isResultatsFinaux :nbBureauVote :partisPolitiques :nbElecteurInscrit :nbCirconscription :nbCirconscriptionSansResultat :iso8601DateMAJ :nbCirconscriptionAvecResultat :nbVoteExerce :tauxParticipationTotal :nbBureauVoteRempli :nbVoteRejete :tauxBureauVoteRempli :tauxCirconscriptionSansResultat)\n"
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]
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}
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],
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"source": [
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"(println \"all keys\" (keys election-result))\n",
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||||
"(println \"statistiques keys \" (keys (:statistiques election-result)))\n",
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||||
"(println \"statistiques keys \" (keys (:statistiques election-result)))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
||||
"## Let's validate that the statistics sums up."
|
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
||||
"### Let's get the number of votes for each political party in a list"
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]
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||||
},
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{
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"cell_type": "markdown",
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||||
"metadata": {},
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||||
"source": [
|
||||
"Let get all the votes and drop any other information"
|
||||
]
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||||
},
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{
|
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"cell_type": "code",
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"execution_count": 32,
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"metadata": {},
|
||||
"outputs": [
|
||||
{
|
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"data": {
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"text/plain": [
|
||||
"(1757071 1074120 975607 323124 30697 23163 16429 15361 7539 2690 2016 1645 1291 521 400 241 163 126 58)"
|
||||
]
|
||||
},
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"execution_count": 32,
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"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"(def all-votes (map :nbVoteTotal (:partisPolitiques (:statistiques election-result))))\n",
|
||||
"all-votes"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"Now, let's sum this list.."
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 33,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"4232262"
|
||||
]
|
||||
},
|
||||
"execution_count": 33,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"(reduce + 0 all-votes)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"Lets create a map of candidates by county"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 34,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"#'user/county"
|
||||
]
|
||||
},
|
||||
"execution_count": 34,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"(def county (map :candidats (:circonscriptions election-result)))"
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Lein-Clojure",
|
||||
"language": "clojure",
|
||||
"name": "lein-clojure"
|
||||
},
|
||||
"language_info": {
|
||||
"file_extension": ".clj",
|
||||
"mimetype": "text/x-clojure",
|
||||
"name": "clojure",
|
||||
"version": "1.9.0"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
Reference in new issue
Block a user