Analyse open data de données de l’éducation nationale

Finance et Excel

L’analyse entièrement originale ci dessous provient de ce set de données. Il s’agit du jeu de données fourni par l’éducation nationale, « à partir des résultats des élèves au baccalauréat et de leur parcours scolaire dans l’établissement ».

Une simple requête sur le jeu de données montre que le jeu de données présente 2301 établissements pour environ 450K étudiants ayant passé le baccalauréat.


mysql> select count(*) as nb_etab, sum(effectif_presents_total_series ) as effectif from lycee;
+---------+----------+
| nb_etab | effectif |
+---------+----------+
|    2301 |   454425 |
+---------+----------+
1 row in set (0,00 sec)

L’échantillon présentant des données « moyennées », la distribution entre les établissements privés ou publics, les régions et les établissements professionnels ou généraliste n’apparaît pas et présente pourtant de nombreuses différences. Voici les mêmes données mais séparées entre les établissements privés et publics


mysql> select case when is_pu_pr='PU' then 'public' else 'prive' end as etab_type, count(*) as nb_etab, sum(effectif_presents_total_series ) as effectif from lycee group by 1 having effectif>0;
+-----------+---------+----------+
| etab_type | nb_etab | effectif |
+-----------+---------+----------+
| prive     |     782 |    95679 |
| public    |    1519 |   358746 |
+-----------+---------+----------+
2 rows in set (0,00 sec)

La distribution des lycées dans les principales villes montre un très grand nombre d’établissements dans Paris par rapport aux principales villes de province: 113 établissements à Paris, pour un effectif de 17K étudiants ayant présentés le bac, soit en moyenne 153 étudiants par établissement. Pour Paris, tous les arrondissements sont ajoutés.


mysql> select case when ville like '%paris%' then 'PARIS' else ville end as town, count(*) as nb_etab, sum(effectif_presents_total_series ) as effectif , floor(sum(effectif_presents_total_series ) / count(*)) as etud_per_etab , round(sum(if(is_pu_pr ='PU',1,0)) / count(*)*100,1) as pct_pub_in_etab from lycee group by 1 order by 2 desc limit 15;
+------------+---------+----------+---------------+-----------------+
| town       | nb_etab | effectif | etud_per_etab | pct_pub_in_etab |
+------------+---------+----------+---------------+-----------------+
| PARIS      |     113 |    17310 |           153 |            50.4 |
| NANTES     |      20 |     4335 |           216 |            50.0 |
| BORDEAUX   |      20 |     4113 |           205 |            45.0 |
| TOULOUSE   |      19 |     5434 |           286 |            63.2 |
| STRASBOURG |      17 |     3437 |           202 |            58.8 |
| RENNES     |      15 |     3932 |           262 |            53.3 |
| LILLE      |      15 |     2714 |           180 |            40.0 |
| NICE       |      13 |     3250 |           250 |            61.5 |
| AMIENS     |      13 |     2225 |           171 |            53.8 |
| GRENOBLE   |      12 |     1901 |           158 |            75.0 |
| REIMS      |      12 |     2455 |           204 |            58.3 |
| CAEN       |      12 |     2587 |           215 |            58.3 |
| BREST      |      12 |     2345 |           195 |            58.3 |
| DIJON      |      11 |     2490 |           226 |            63.6 |
| ST ETIENNE |      11 |     1612 |           146 |            36.4 |
+------------+---------+----------+---------------+-----------------+
15 rows in set (0,03 sec)

Du tableau ci dessous on apprend en outre que Paris possède un ratio privé/public de lycée proche de 50% contrairement à Toulouse (63% d’établissements publics) ou Grenoble avec (75% d’établissements publics). A l’autre bout, on a Lille (40%) et Saint-Etienne(36%)


mysql> select round(sum((tx_brut_de_reussite_serie_l/100 * effectif_presents_serie_l)) / sum(effectif_presents_serie_l)*100,1) as L, round(sum((tx_brut_de_reussite_serie_s/100 * effectif_presents_serie_s)) / sum(effectif_presents_serie_s)*100,1) as S, round(sum((tx_brut_de_reussite_serie_es/100 * effectif_presents_serie_es)) / sum(effectif_presents_serie_es)*100,1) as es,  round(sum((tx_brut_de_reussite_serie_std2a/100 * effectif_presents_serie_std2a)) / sum(effectif_presents_serie_std2a)*100,1) as std2a, round(sum((tx_brut_de_reussite_serie_stmg/100 * effectif_presents_serie_stmg)) / sum(effectif_presents_serie_stmg)*100,1) as STMG , round(sum((tx_brut_de_reussite_serie_sti2d/100 * effectif_presents_serie_sti2d)) / sum(effectif_presents_serie_sti2d)*100,1) as STI , round(sum((tx_brut_de_reussite_serie_st2s/100 * effectif_presents_serie_st2s)) / sum(effectif_presents_serie_st2s)*100,1) as ST2S , round(sum((tx_brut_de_reussite_serie_musiq_danse/100 * effectif_presents_serie_musiq_danse)) / sum(effectif_presents_serie_musiq_danse)*100,1) as musique , round(sum((tx_brut_de_reussite_serie_hotellerie/100 * effectif_presents_serie_hotellerie)) / sum(effectif_presents_serie_hotellerie)*100,1) as HOTEL, round(sum((tx_brut_de_reussite_serie_stl/100 * effectif_presents_serie_stl)) / sum(effectif_presents_serie_stl)*100,1) as STI from lycee;
+------+------+------+-------+------+------+------+---------+-------+------+
| L    | S    | es   | std2a | STMG | STI  | ST2S | musique | HOTEL | STI  |
+------+------+------+-------+------+------+------+---------+-------+------+
| 91.5 | 92.7 | 90.7 |  97.7 | 91.1 | 92.7 | 92.3 |    98.6 |  94.4 | 92.9 |
+------+------+------+-------+------+------+------+---------+-------+------+
1 row in set (0,05 sec)

En terme de réussite au bac, les sections professionnelles ont les meilleurs taux de réussite au baccalauréat que les filières généralistes. Le taux le plus bas étant atteint par la filière ES avec 90.7% de réussite au bac. Maintenant, si on analyse ce résultat sur les principales villes, tous types d’établissements confondus, on obtient le tableau suivant ci-dessous.


mysql> select case when ville like '%paris%' then 'PARIS' else ville end as town,round(sum((tx_brut_de_reussite_serie_l/100 * effectif_presents_serie_l)) / sum(effectif_presents_serie_l)*100,1) as L, round(sum((tx_brut_de_reussite_serie_s/100 * effectif_presents_serie_s)) / sum(effectif_presents_serie_s)*100,1) as S, round(sum((tx_brut_de_reussite_serie_es/100 * effectif_presents_serie_es)) / sum(effectif_presents_serie_es)*100,1) as es,  round(sum((tx_brut_de_reussite_serie_std2a/100 * effectif_presents_serie_std2a)) / sum(effectif_presents_serie_std2a)*100,1) as std2a, round(sum((tx_brut_de_reussite_serie_stmg/100 * effectif_presents_serie_stmg)) / sum(effectif_presents_serie_stmg)*100,1) as STMG , round(sum((tx_brut_de_reussite_serie_sti2d/100 * effectif_presents_serie_sti2d)) / sum(effectif_presents_serie_sti2d)*100,1) as STI , round(sum((tx_brut_de_reussite_serie_st2s/100 * effectif_presents_serie_st2s)) / sum(effectif_presents_serie_st2s)*100,1) as ST2S , round(sum((tx_brut_de_reussite_serie_musiq_danse/100 * effectif_presents_serie_musiq_danse)) / sum(effectif_presents_serie_musiq_danse)*100,1) as musique , round(sum((tx_brut_de_reussite_serie_hotellerie/100 * effectif_presents_serie_hotellerie)) / sum(effectif_presents_serie_hotellerie)*100,1) as HOTEL, round(sum((tx_brut_de_reussite_serie_stl/100 * effectif_presents_serie_stl)) / sum(effectif_presents_serie_stl)*100,1) as STI from lycee group by 1 order by sum(effectif_presents_total_series ) desc limit 15;
+-------------+------+------+------+-------+------+------+------+---------+-------+-------+
| town        | L    | S    | es   | std2a | STMG | STI  | ST2S | musique | HOTEL | STI   |
+-------------+------+------+------+-------+------+------+------+---------+-------+-------+
| PARIS       | 93.4 | 93.7 | 94.9 |  98.2 | 93.5 | 94.3 | 88.7 |   100.0 |  93.0 |  90.6 |
| TOULOUSE    | 93.0 | 93.0 | 91.7 |  98.5 | 91.5 | 90.5 | 98.4 |   100.0 |  92.0 |  92.9 |
| NANTES      | 93.3 | 95.0 | 93.8 | 100.0 | 93.4 | 96.9 | 96.8 |   100.0 |  NULL |  96.6 |
| BORDEAUX    | 88.0 | 93.3 | 91.7 | 100.0 | 91.0 | 98.0 | 96.8 |    86.0 |  NULL |  94.8 |
| RENNES      | 93.0 | 95.1 | 93.0 |  98.3 | 93.1 | 94.5 | 94.6 |    NULL |  NULL |  94.4 |
| STRASBOURG  | 92.4 | 94.1 | 92.6 |  NULL | 88.6 | 91.5 | 96.0 |    NULL |  NULL |  93.0 |
| NICE        | 93.3 | 90.9 | 89.2 |  NULL | 92.8 | 86.4 | 92.0 |   100.0 |  92.0 |  92.0 |
| MONTPELLIER | 91.5 | 92.6 | 91.6 |  NULL | 91.9 | 93.0 | 96.0 |   100.0 |  96.0 |  89.0 |
| TOURS       | 92.8 | 93.9 | 93.8 |  97.0 | 96.1 | 95.6 | 92.0 |   100.0 |  NULL |  94.0 |
| LILLE       | 90.6 | 92.2 | 91.4 |  NULL | 93.1 | 95.4 | 98.0 |   100.0 |  86.0 | 100.0 |
| ANGERS      | 93.8 | 93.8 | 92.3 |  NULL | 96.2 | 94.3 | 94.1 |   100.0 |  NULL |  97.9 |
| CAEN        | 90.9 | 93.5 | 88.4 | 100.0 | 91.5 | 91.8 | 95.5 |   100.0 |  NULL |  94.7 |
| DIJON       | 91.7 | 92.7 | 93.3 |  NULL | 94.1 | 93.0 | 90.5 |    90.0 |  98.1 |  90.3 |
| REIMS       | 93.0 | 91.4 | 88.4 | 100.0 | 82.2 | 89.8 | 89.9 |   100.0 |  NULL |  83.0 |
| METZ        | 92.3 | 91.2 | 89.8 |  NULL | 91.1 | 96.9 | 96.8 |    NULL |  92.0 |  93.8 |
+-------------+------+------+------+-------+------+------+------+---------+-------+-------+
15 rows in set (0,05 sec)

Il vaut mieux donc être un étudiant en Musique pour avoir son bac :)

Si on regarde à présent le top des villes, les résultats par établissement et les résultats pour les filières du général, on obtient le résultat suivant:


	mysql> select a.town, etablissement,sum(effectif_presents_total_series ) as effectif_ttl,round(sum((tx_brut_de_reussite_total_series /100 * effectif_presents_total_series )) / sum(effectif_presents_total_series )*100,1) as success_ttl  , round(sum((tx_brut_de_reussite_serie_l/100 * effectif_presents_serie_l)) / sum(effectif_presents_serie_l)*100,1) as L, round(sum((tx_brut_de_reussite_serie_s/100 * effectif_presents_serie_s)) / sum(effectif_presents_serie_s)*100,1) as S, round(sum((tx_brut_de_reussite_serie_es/100 * effectif_presents_serie_es)) / sum(effectif_presents_serie_es)*100,1) as es from lycee a inner join (select town from lycee group by 1 order by sum(effectif_presents_total_series ) desc limit 10) as b on (a.town=b.town) group by 1,2 order by 1 asc,4 desc ;
+-------------+-----------------------------------------------------------+--------------+-------------+-------+-------+-------+
| town        | etablissement                                             | effectif_ttl | success_ttl | L     | S     | es    |
+-------------+-----------------------------------------------------------+--------------+-------------+-------+-------+-------+
| BORDEAUX    | LYCEE ST GENES                                            |          178 |       100.0 | 100.0 | 100.0 | 100.0 |
| BORDEAUX    | LYCEE ST JOSEPH DE TIVOLI                                 |          193 |       100.0 | 100.0 | 100.0 | 100.0 |
| BORDEAUX    | LYCEE ST VINCENT DE PAUL                                  |           36 |       100.0 |  NULL |  NULL |  NULL |
| BORDEAUX    | LYCEE STE MARIE GRAND LEBRUN                              |          229 |       100.0 | 100.0 | 100.0 | 100.0 |
| BORDEAUX    | LYCEE ASSOMPTION - STE CLOTILDE                           |          274 |        98.0 |  98.0 |  97.0 |  98.0 |
| BORDEAUX    | LYCEE STE MARIE BASTIDE                                   |          228 |        98.0 | 100.0 |  97.0 | 100.0 |
| BORDEAUX    | LYCEE GUSTAVE EIFFEL (GENERAL ET TECHNO.)                 |          498 |        97.0 |  NULL |  97.0 |  NULL |
| BORDEAUX    | LYCEE FRANCOIS MAGENDIE                                   |          372 |        96.0 |  96.0 |  97.0 |  93.0 |
| BORDEAUX    | LYCEE BEL ORME                                            |          100 |        95.0 |  NULL |  NULL |  NULL |
| BORDEAUX    | LYCEE BIOLOGIE ET CHIMIE ST LOUIS                         |          114 |        95.0 |  NULL |  NULL |  NULL |
| BORDEAUX    | LYCEE MICHEL MONTAIGNE                                    |          314 |        95.0 |  86.0 |  96.0 |  95.0 |
| BORDEAUX    | LYCEE CAMILLE JULLIAN                                     |          316 |        94.0 |  96.0 |  91.0 |  96.0 |
| BORDEAUX    | LYCEE STE FAMILLE SAINTONGE                               |           49 |        92.0 |  NULL |  86.0 |  NULL |
| BORDEAUX    | LYCEE FRANCOIS MAURIAC                                    |          313 |        87.0 |  92.0 |  84.0 |  88.0 |
| BORDEAUX    | LYCEE JEAN CONDORCET                                      |          143 |        83.0 |  69.0 |  78.0 |  96.0 |
| BORDEAUX    | LYCEE NICOLAS BREMONTIER                                  |          130 |        83.0 |  NULL |  78.0 |  87.0 |
| BORDEAUX    | LYCEE MONTESQUIEU                                         |          306 |        81.0 |  79.0 |  85.0 |  79.0 |
| BORDEAUX    | LYCEE ALBERT LE GRAND                                     |           35 |        80.0 |  57.0 |  86.0 |  86.0 |
| BORDEAUX    | LYCEE DU MIRAIL                                           |          232 |        77.0 |  79.0 |  60.0 |  77.0 |
| BORDEAUX    | LYCEE NOTRE DAME                                          |           53 |        70.0 |  36.0 |  88.0 |  73.0 |
| LILLE       | LYCEE ST JEAN-BAPTISTE DE LA SALLE                        |          112 |        99.0 |  NULL |  NULL |  NULL |
| LILLE       | LYCEE THERESE D'AVILA                                     |          183 |        99.0 |  95.0 |  99.0 | 100.0 |
| LILLE       | LYCEE NOTRE-DAME DE LA PAIX                               |          165 |        98.0 | 100.0 |  99.0 |  97.0 |
| LILLE       | LYCEE SAINT PAUL                                          |          277 |        98.0 | 100.0 |  98.0 |  99.0 |
| LILLE       | LYCEE NOTRE-DAME D'ANNAY                                  |          183 |        97.0 |  NULL |  NULL |  NULL |
| LILLE       | LYCEE PRIVE AVERROES                                      |           86 |        97.0 |  90.0 | 100.0 |  92.0 |
| LILLE       | LYCEE FREDERIC OZANAM                                     |          161 |        96.0 |  NULL |  88.0 |  NULL |
| LILLE       | LYCEE SAINTE CLAIRE                                       |          128 |        96.0 | 100.0 |  95.0 |  96.0 |
| LILLE       | LYCEE FAIDHERBE                                           |          232 |        89.0 |  80.0 |  90.0 |  91.0 |
| LILLE       | LYCEE FENELON                                             |          252 |        89.0 |  88.0 |  95.0 |  82.0 |
| LILLE       | LYCEE SAINT PIERRE                                        |           72 |        89.0 | 100.0 |  82.0 | 100.0 |
| LILLE       | LYCEE INTERNATIONAL MONTEBELLO                            |          365 |        87.0 |  90.0 |  88.0 |  87.0 |
| LILLE       | LYCEE LOUIS PASTEUR                                       |          320 |        87.0 |  88.0 |  84.0 |  84.0 |
| LILLE       | LYCEE                                                     |           22 |        86.0 |  NULL |  NULL |  NULL |
| LILLE       | LYCEE CESAR BAGGIO                                        |          156 |        84.0 |  NULL |  81.0 |  63.0 |
| MONTPELLIER | LYCEE NEVERS (GENERAL ET TECHNO.)                         |          282 |        99.0 |  95.0 |  99.0 | 100.0 |
| MONTPELLIER | LYCEE JOFFRE                                              |          485 |        98.0 |  98.0 |  98.0 |  98.0 |
| MONTPELLIER | LYCEE NOTRE DAME DE LA MERCI                              |          350 |        98.0 | 100.0 |  98.0 |  99.0 |
| MONTPELLIER | LYCEE GASTRO HOTEL GEORGES FRECHE (GENERAL ET TECHNO.)    |           24 |        96.0 |  NULL |  NULL |  NULL |
| MONTPELLIER | LYCEE JULES GUESDE (GENERAL ET TECHNO.)                   |          252 |        93.0 |  97.0 |  88.0 |  96.0 |
| MONTPELLIER | LYCEE JEAN MERMOZ (GENERAL ET TECHNO.)                    |          624 |        91.0 |  NULL |  91.0 |  90.0 |
| MONTPELLIER | LYCEE JEAN MONNET                                         |          387 |        87.0 |  89.0 |  86.0 |  86.0 |
| MONTPELLIER | LYCEE GEORGES CLEMENCEAU                                  |          417 |        85.0 |  86.0 |  86.0 |  83.0 |
| MONTPELLIER | LYCEE RABELAIS                                            |           60 |        85.0 |  77.0 |  73.0 |  92.0 |
| MONTPELLIER | LYCEE INTERNAT D'EXCELLENCE                               |           35 |        63.0 | 100.0 |  65.0 |  42.0 |
| NANTES      | LYCEE LA PERVERIE SACRE COEUR                             |          158 |       100.0 | 100.0 | 100.0 | 100.0 |
| NANTES      | EXTERNAT DES ENFANTS NANTAIS                              |          202 |        99.0 | 100.0 |  98.0 |  98.0 |
| NANTES      | LYCEE JULES VERNE                                         |          232 |        99.0 | 100.0 |  99.0 |  99.0 |
| NANTES      | LYCEE ST JOSEPH DU LOQUIDY                                |          269 |        99.0 | 100.0 |  99.0 |  99.0 |
| NANTES      | LYCEE ST STANISLAS                                        |          147 |        99.0 | 100.0 |  99.0 |  98.0 |
| NANTES      | LYCEE TALENSAC - JEANNE BERNARD (GENERAL ET TECHNO.)      |          205 |        99.0 |  NULL |  NULL |  NULL |
| NANTES      | LYCEE CLEMENCEAU                                          |          277 |        98.0 |  91.0 |  99.0 |  97.0 |
| NANTES      | LYCEE GABRIEL GUISTHAU                                    |          295 |        97.0 |  99.0 |  95.0 |  98.0 |
| NANTES      | LYCEE LIVET                                               |          321 |        97.0 |  NULL |  96.0 |  NULL |
| NANTES      | LYCEE ND DE TOUTES AIDES                                  |          174 |        97.0 | 100.0 |  96.0 |  98.0 |
| NANTES      | LYCEE BLANCHE DE CASTILLE                                 |          102 |        96.0 | 100.0 |  96.0 |  94.0 |
| NANTES      | LYCEE LES BOURDONNIERES (GENERAL ET TECHNO.)              |          479 |        94.0 |  96.0 |  90.0 |  92.0 |
| NANTES      | LYCEE   (GENERAL ET TECHNO.)                              |          148 |        93.0 |  NULL |  NULL |  87.0 |
| NANTES      | LYCEE LA COLINIERE                                        |          535 |        93.0 |  88.0 |  96.0 |  91.0 |
| NANTES      | LYCEE SAINT-FELIX - LA SALLE                              |          203 |        91.0 |  82.0 |  83.0 |  86.0 |
| NANTES      | LYCEE GASPARD MONGE - LA CHAUVINIERE (GENERAL ET TECHNO.) |          163 |        90.0 |  74.0 |  91.0 |  95.0 |
| NANTES      | LYCEE CARCOUET                                            |          137 |        88.0 |  71.0 |  85.0 |  91.0 |
| NANTES      | LYCEE ALBERT CAMUS                                        |          157 |        85.0 | 100.0 |  80.0 |  90.0 |
| NANTES      | LYCEE SACRE COEUR (GENERAL ET TECHNO.)                    |           93 |        80.0 | 100.0 |  71.0 |  73.0 |
| NANTES      | LYCEE DE BRETAGNE                                         |           38 |        58.0 |  50.0 |  73.0 |  53.0 |
| NICE        | LYCEE SAINT JOSEPH (GENERAL ET TECHNO.)                   |           37 |       100.0 |  NULL |  NULL |  NULL |
| NICE        | LYCEE SASSERNO                                            |           76 |       100.0 | 100.0 | 100.0 | 100.0 |
| NICE        | LYCEE STANISLAS                                           |          127 |       100.0 | 100.0 | 100.0 | 100.0 |
| NICE        | LYCEE DON BOSCO                                           |           95 |        97.0 |  NULL | 100.0 |  94.0 |
| NICE        | LYCEE LA PROVIDENCE                                       |           57 |        95.0 |  NULL |  NULL |  NULL |
| NICE        | LYCEE MASSENA                                             |          280 |        95.0 |  96.0 |  94.0 |  95.0 |
| NICE        | LYCEE ALBERT CALMETTE                                     |          447 |        92.0 |  94.0 |  95.0 |  86.0 |
| NICE        | LYCEE HOTELIER TOURISME-PAUL AUGIER (GENERAL ET TECHNO.)  |           64 |        92.0 |  NULL |  NULL |  NULL |
| NICE        | LYCEE HONORE D'ESTIENNE D'ORVES (GENERAL ET TECHNO.)      |          488 |        91.0 |  98.0 |  93.0 |  86.0 |
| NICE        | LYCEE THIERRY MAULNIER                                    |          401 |        91.0 |  94.0 |  89.0 |  88.0 |
| NICE        | LYCEE PARC IMPERIAL                                       |          546 |        90.0 |  92.0 |  88.0 |  90.0 |
| NICE        | LYCEE LES EUCALYPTUS                                      |          167 |        87.0 |  NULL |  91.0 |  NULL |
| NICE        | LYCEE GUILLAUME APOLLINAIRE                               |          465 |        84.0 |  80.0 |  78.0 |  82.0 |
| PARIS       | LYCEE HENRI IV                                            |          310 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE LOUIS LE GRAND                                      |          292 |       100.0 | 100.0 | 100.0 |  NULL |
| PARIS       | LYCEE LOUISE DE MARILLAC                                  |          104 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | ECOLE ALSACIENNE                                          |          152 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE NOTRE-DAME DE SION                                  |          146 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE SAINT-NICOLAS                                       |          148 |       100.0 |  NULL | 100.0 |  NULL |
| PARIS       | LYCEE STANISLAS                                           |          289 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE D'HULST                                             |           54 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE L'ALMA                                              |           81 |       100.0 |  NULL | 100.0 | 100.0 |
| PARIS       | LYCEE PAUL CLAUDEL                                        |           91 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE FENELON SAINTE-MARIE                                |          250 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE BOSSUET-NOTRE-DAME                                  |           97 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE EDGAR POE                                           |          100 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE ROCROY SAINT-VINCENT DE PAUL                        |          194 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE CHARLES PEGUY                                       |          190 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE SAINT-MICHEL DE PICPUS                              |          273 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE NOTRE-DAME DE FRANCE                                |           71 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE YABNE                                               |          137 |       100.0 |  NULL | 100.0 | 100.0 |
| PARIS       | ECOLE ACTIVE BILINGUE J.MANUEL                            |          148 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE BLOMET                                              |          149 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE JEAN-BAPTISTE SAY                                   |          261 |       100.0 | 100.0 | 100.0 |  98.0 |
| PARIS       | LYCEE LA TOUR                                             |          121 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE PASCAL                                              |           76 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE SAINT-JEAN DE PASSY                                 |          161 |       100.0 |  NULL | 100.0 | 100.0 |
| PARIS       | LYCEE SAINT-LOUIS DE GONZAGUE                             |          148 |       100.0 |  NULL | 100.0 | 100.0 |
| PARIS       | LYCEE STE URSULE-LOUISE BETTIGNIES                        |          102 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE CHARLES DE FOUCAULD                                 |          134 |       100.0 | 100.0 | 100.0 | 100.0 |
| PARIS       | LYCEE SINAI                                               |           30 |       100.0 |  NULL | 100.0 | 100.0 |
| PARIS       | LYCEE LUCIEN DE HIRSCH                                    |           65 |       100.0 |  NULL | 100.0 | 100.0 |
| PARIS       | LYCEE N'R HATORAH                                         |           22 |       100.0 |  NULL | 100.0 | 100.0 |
| PARIS       | LYCEE LES FRANCS BOURGEOIS                                |          240 |        99.0 |  96.0 |  99.0 |  99.0 |
| PARIS       | LYCEE SOPHIE GERMAIN                                      |          224 |        99.0 | 100.0 |  99.0 | 100.0 |
| PARIS       | LYCEE SEVIGNE                                             |           79 |        99.0 | 100.0 |  97.0 | 100.0 |
| PARIS       | LYCEE MAXIMILIEN VOX-ART-DESSIN (GENERAL ET TECHNO.)      |           71 |        99.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE LA ROCHEFOUCAULD                                    |          133 |        99.0 |  NULL | 100.0 |  99.0 |
| PARIS       | LYCEE SAINTE-JEANNE ELISABETH                             |           78 |        99.0 |  NULL | 100.0 | 100.0 |
| PARIS       | LYCEE CHAPTAL                                             |          191 |        99.0 |  NULL |  99.0 | 100.0 |
| PARIS       | LYCEE CONDORCET                                           |          180 |        99.0 | 100.0 | 100.0 |  96.0 |
| PARIS       | LYCEE LE REBOURS                                          |          152 |        99.0 |  NULL |  NULL | 100.0 |
| PARIS       | LYCEE GERSON                                              |          121 |        99.0 |  NULL |  98.0 | 100.0 |
| PARIS       | LYCEE BETH HANNA                                          |           97 |        99.0 |  NULL | 100.0 |  97.0 |
| PARIS       | LYCEE CHARLEMAGNE                                         |          238 |        98.0 | 100.0 |  98.0 |  98.0 |
| PARIS       | LYCEE MASSILLON                                           |          136 |        98.0 |  97.0 | 100.0 |  96.0 |
| PARIS       | LYCEE LAVOISIER                                           |          203 |        98.0 | 100.0 |  98.0 |  97.0 |
| PARIS       | LYCEE SAINTE-GENEVIEVE                                    |          123 |        98.0 | 100.0 |  97.0 |  97.0 |
| PARIS       | LYCEE SAINT-THOMAS D'AQUIN                                |          114 |        98.0 |  96.0 | 100.0 |  98.0 |
| PARIS       | LYCEE JEAN DE LA FONTAINE                                 |          231 |        98.0 | 100.0 |  98.0 |  96.0 |
| PARIS       | LYCEE L'ASSOMPTION                                        |          114 |        98.0 | 100.0 |  96.0 | 100.0 |
| PARIS       | LYCEE PASSY-SAINT-HONORE                                  |          169 |        98.0 | 100.0 |  NULL |  96.0 |
| PARIS       | LYCEE CARNOT                                              |          303 |        98.0 |  97.0 |  98.0 | 100.0 |
| PARIS       | LYCEE SAINT-MICHEL DES BATIGNOLLES                        |          129 |        98.0 |  96.0 |  97.0 | 100.0 |
| PARIS       | LYCEE VICTOR HUGO                                         |          163 |        97.0 |  99.0 |  96.0 |  NULL |
| PARIS       | LYCEE CARCADO SAISSEVAL                                   |          155 |        97.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE FENELON                                             |          127 |        97.0 | 100.0 |  93.0 | 100.0 |
| PARIS       | LYCEE ALBERT DE MUN (GENERAL ET TECHNO.)                  |          152 |        97.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE VICTOR DURUY                                        |          317 |        97.0 | 100.0 |  96.0 |  98.0 |
| PARIS       | LYCEE BOULLE ESAA (GENERAL ET TECHNO.)                    |           29 |        97.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE GEORGES LEVEN                                       |           70 |        97.0 | 100.0 |  97.0 |  96.0 |
| PARIS       | LYCEE CLAUDE MONET                                        |          307 |        97.0 | 100.0 |  96.0 |  97.0 |
| PARIS       | LYCEE GEORGES BRASSENS                                    |          103 |        97.0 |  97.0 |  98.0 |  NULL |
| PARIS       | LYCEE HOTELIER (GENERAL ET TECHNO.)                       |           54 |        96.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE E. NAPOLEON ST PIERRE FOURIER                       |          136 |        96.0 |  90.0 |  96.0 |  98.0 |
| PARIS       | EC TECHNIQUE SUP LABORATOIRE                              |           57 |        96.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE GUILLAUME TIREL (GENERAL ET TECHNO.)                |           25 |        96.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE BATIMENT-SAINT-LAMBERT                              |           45 |        96.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE BUFFON                                              |          318 |        96.0 |  95.0 |  97.0 |  94.0 |
| PARIS       | ECOLE  INTERNATIONAL BILINGUE                             |          120 |        96.0 | 100.0 |  91.0 |  98.0 |
| PARIS       | LYCEE AUGUSTE RENOIR                                      |           52 |        96.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE JULES RICHARD MICROTECHNIQUES (GENERAL ET TECHNO.)  |           27 |        96.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE HELENE BOUCHER                                      |          376 |        96.0 |  98.0 |  95.0 |  97.0 |
| PARIS       | LYCEE RACINE                                              |          395 |        95.0 |  97.0 |  96.0 |  95.0 |
| PARIS       | LYCEE LES PETITS CHAMPS                                   |          102 |        95.0 |  92.0 |  88.0 | 100.0 |
| PARIS       | LYCEE NOTRE-DAME DES OISEAUX                              |          152 |        95.0 |  95.0 | 100.0 |  92.0 |
| PARIS       | LYCEE CATHERINE LABOURE (GENERAL ET TECHNO.)              |          110 |        94.0 |  NULL |  NULL |  88.0 |
| PARIS       | LYCEE SAINTE-ELISABETH                                    |           85 |        94.0 |  94.0 |  88.0 | 100.0 |
| PARIS       | LYCEE JANSON DE SAILLY                                    |          363 |        94.0 |  96.0 |  95.0 |  93.0 |
| PARIS       | LYCEE JULES FERRY                                         |          196 |        93.0 |  96.0 |  85.0 | 100.0 |
| PARIS       | LYCEE ELISA LEMONNIER (GENERAL ET TECHNO.)                |          103 |        93.0 |  NULL |  NULL |  78.0 |
| PARIS       | LYCEE DIDEROT (GENERAL ET TECHNO.)                        |          109 |        93.0 |  NULL |  91.0 |  NULL |
| PARIS       | LYCEE MONTAIGNE                                           |          308 |        92.0 |  91.0 |  89.0 |  96.0 |
| PARIS       | LYCEE EMILE DUBOIS                                        |          127 |        92.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE HONORE DE BALZAC                                    |          249 |        92.0 |  96.0 |  92.0 |  93.0 |
| PARIS       | LYCEE MAURICE RAVEL                                       |          383 |        92.0 |  95.0 |  86.0 |  97.0 |
| PARIS       | LYCEE TURGOT                                              |          192 |        91.0 | 100.0 |  81.0 |  92.0 |
| PARIS       | LYCEE SAINT-SULPICE                                       |          161 |        91.0 |  86.0 |  95.0 |  92.0 |
| PARIS       | LYCEE LAMARTINE                                           |          122 |        91.0 |  97.0 |  81.0 |  88.0 |
| PARIS       | LYCEE OZAR HATORAH                                        |           45 |        91.0 |  NULL |  88.0 |  95.0 |
| PARIS       | LYCEE ARAGO                                               |          210 |        91.0 |  NULL |  85.0 |  98.0 |
| PARIS       | LYCEE RODIN                                               |          180 |        91.0 |  96.0 |  82.0 |  97.0 |
| PARIS       | LYCEE MOLIERE                                             |          194 |        91.0 |  97.0 |  87.0 |  95.0 |
| PARIS       | LYCEE ARISTIDE BERGES                                     |          329 |        90.0 |  84.0 |  91.0 |  89.0 |
| PARIS       | LYCEE SIMONE WEIL                                         |          105 |        89.0 |  89.0 |  NULL |  84.0 |
| PARIS       | LYCEE CLAUDE BERNARD                                      |          176 |        89.0 |  88.0 |  82.0 |  92.0 |
| PARIS       | LYCEE JEAN DROUANT (GENERAL ET TECHNO.)                   |           47 |        89.0 |  NULL |  NULL |  NULL |
| PARIS       | LYCEE JEAN LURCAT (GENERAL ET TECHNO.)                    |          116 |        88.0 |  NULL |  NULL |  76.0 |
| PARIS       | LYCEE NOTRE-DAME -ST VINCENT DE PAUL (GENERAL ET TECHNO.) |           93 |        88.0 |  89.0 | 100.0 |  NULL |
| PARIS       | LYCEE THERESE CHAPPUIS                                    |           22 |        86.0 | 100.0 |  NULL |  75.0 |
| PARIS       | LYCEE PIERRE-GILLES DE GENNES-ENCPB                       |          226 |        86.0 |  NULL |  84.0 |  NULL |
| PARIS       | LYCEE GABRIEL FAURE                                       |          171 |        85.0 |  82.0 |  83.0 |  89.0 |
| PARIS       | LYCEE DORIAN (GENERAL ET TECHNO.)                         |          149 |        84.0 |  88.0 |  77.0 |  80.0 |
| PARIS       | LYCEE FRANCOIS VILLON                                     |           88 |        80.0 |  80.0 |  70.0 |  83.0 |
| PARIS       | LYCEE PAUL BERT                                           |          109 |        79.0 |  83.0 |  71.0 |  82.0 |
| PARIS       | LYCEE COLBERT                                             |          152 |        78.0 |  80.0 |  77.0 |  78.0 |
| PARIS       | LYCEE CAMILLE SEE                                         |          123 |        78.0 |  73.0 |  72.0 |  87.0 |
| PARIS       | LYCEE LOUIS ARMAND (GENERAL ET TECHNO.)                   |          126 |        78.0 |  NULL |  60.0 |  54.0 |
| PARIS       | LYCEE JACQUES DECOUR                                      |          180 |        77.0 |  93.0 |  62.0 |  89.0 |
| PARIS       | LYCEE HENRI BERGSON                                       |          202 |        77.0 |  59.0 |  67.0 |  82.0 |
| PARIS       | LYCEE VOLTAIRE                                            |          235 |        74.0 |  81.0 |  69.0 |  75.0 |
| PARIS       | LYCEE RACHI                                               |           22 |        73.0 |  NULL |  71.0 |  73.0 |
| PARIS       | LYCEE RABELAIS-PARAMEDICAL ET SOCIAL                      |          128 |        73.0 |  78.0 |  65.0 |  73.0 |
| PARIS       | LYCEE PAUL VALERY                                         |          168 |        70.0 |  80.0 |  65.0 |  60.0 |
| PARIS       | LYCEE EDGAR QUINET (GENERAL ET TECHNO.)                   |          137 |        62.0 |  63.0 |  35.0 |  71.0 |
| PARIS       | LYCEE AUTOGERE                                            |           65 |        40.0 |  45.0 |  36.0 |  29.0 |
| RENNES      | LYCEE PIERRE MENDES FRANCE (GENERAL ET TECHNO.)           |           62 |       100.0 |  NULL |  NULL |  NULL |
| RENNES      | LYCEE ASSOMPTION                                          |          262 |        99.0 | 100.0 |  99.0 |  98.0 |
| RENNES      | LYCEE ST MARTIN                                           |          409 |        99.0 | 100.0 |  99.0 |  98.0 |
| RENNES      | LYCEE FRANCOIS RENE DE CHATEAUBRIAND                      |          223 |        97.0 |  94.0 | 100.0 |  94.0 |
| RENNES      | LYCEE JEANNE D'ARC                                        |          173 |        97.0 |  NULL |  NULL |  NULL |
| RENNES      | LYCEE DE LA SALLE                                         |           84 |        96.0 |  NULL |  NULL |  NULL |
| RENNES      | LYCEE EMILE ZOLA                                          |          350 |        95.0 |  97.0 |  95.0 |  94.0 |
| RENNES      | LYCEE JOLIOT-CURIE                                        |          294 |        95.0 |  NULL |  99.0 |  NULL |
| RENNES      | LYCEE RENE DESCARTES                                      |          403 |        94.0 |  95.0 |  95.0 |  94.0 |
| RENNES      | LYCEE ST VINCENT-PROVIDENCE (GENERAL ET TECHNO.)          |          231 |        93.0 |  95.0 |  92.0 |  93.0 |
| RENNES      | LYCEE VICTOR ET HELENE BASCH                              |          399 |        92.0 |  96.0 |  92.0 |  87.0 |
| RENNES      | LYCEE BREQUIGNY                                           |          586 |        91.0 |  87.0 |  95.0 |  88.0 |
| RENNES      | LYCEE STE GENEVIEVE                                       |          127 |        89.0 |  80.0 |  86.0 |  89.0 |
| RENNES      | LYCEE JEAN MACE                                           |          279 |        88.0 |  91.0 |  85.0 |  90.0 |
| RENNES      | LYCEE STE THERESE                                         |           50 |        88.0 |  NULL |  NULL |  NULL |
| STRASBOURG  | COLLEGE EPISCOPAL ST ETIENNE                              |          190 |        99.0 |  NULL |  99.0 |  98.0 |
| STRASBOURG  | LYCEE LE GYMNASE JEAN STURM                               |          246 |        99.0 | 100.0 |  99.0 |  99.0 |
| STRASBOURG  | LYCEE SECTIONS INTERNATIONALES                            |          319 |        98.0 | 100.0 |  98.0 |  98.0 |
| STRASBOURG  | INSTITUTION NOTRE DAME                                    |          104 |        97.0 | 100.0 |  96.0 |  98.0 |
| STRASBOURG  | INSTITUTION SAINTE CLOTILDE                               |          184 |        97.0 |  NULL |  91.0 | 100.0 |
| STRASBOURG  | LYCEE KLEBER                                              |          356 |        96.0 |  93.0 |  97.0 |  94.0 |
| STRASBOURG  | LYCEE FUSTEL DE COULANGES                                 |          223 |        95.0 |  96.0 |  95.0 |  95.0 |
| STRASBOURG  | INSTIT.LA DOCTRINE CHRETIENNE                             |           66 |        94.0 | 100.0 |  88.0 | 100.0 |
| STRASBOURG  | LYCEE JEAN ROSTAND (GENERAL ET TECHNO.)                   |          357 |        94.0 |  NULL |  92.0 |  NULL |
| STRASBOURG  | LYCEE LOUIS PASTEUR                                       |          275 |        94.0 |  94.0 |  90.0 |  99.0 |
| STRASBOURG  | LYCEE ORT                                                 |           54 |        94.0 |  NULL |  NULL |  NULL |
| STRASBOURG  | LYCEE LOUIS COUFFIGNAL (GENERAL ET TECHNO.)               |          163 |        90.0 |  NULL |  88.0 |  NULL |
| STRASBOURG  | LYCEE MARCEL RUDLOFF (GENERAL ET TECHNO.)                 |          234 |        90.0 |  86.0 |  90.0 |  90.0 |
| STRASBOURG  | ECOLE AQUIBA                                              |           36 |        89.0 | 100.0 |  88.0 |  91.0 |
| STRASBOURG  | LYCEE MARIE CURIE                                         |          210 |        89.0 |  85.0 |  92.0 |  85.0 |
| STRASBOURG  | LYCEE RENE CASSIN (GENERAL ET TECHNO.)                    |          144 |        88.0 |  NULL |  NULL |  NULL |
| STRASBOURG  | LYCEE JEAN MONNET                                         |          276 |        76.0 |  69.0 |  88.0 |  68.0 |
| TOULOUSE    | LYCEE EMILIE DE RODAT (GENERAL ET TECHNO.)                |          199 |       100.0 | 100.0 | 100.0 | 100.0 |
| TOULOUSE    | LYCEE LE CAOUSOU                                          |          161 |        99.0 | 100.0 |  99.0 | 100.0 |
| TOULOUSE    | LYCEE SAINT-JOSEPH                                        |          252 |        99.0 | 100.0 |  98.0 | 100.0 |
| TOULOUSE    | LYCEE SAINTE-MARIE DES CHAMPS                             |          258 |        99.0 | 100.0 |  98.0 |  98.0 |
| TOULOUSE    | LYCEE OZENNE                                              |          339 |        98.0 |  96.0 |  99.0 |  98.0 |
| TOULOUSE    | LYCEE SAINTE-MARIE DE NEVERS                              |          279 |        98.0 |  92.0 |  96.0 | 100.0 |
| TOULOUSE    | LYCEE PIERRE DE FERMAT                                    |          395 |        96.0 |  95.0 |  96.0 |  94.0 |
| TOULOUSE    | OHR TORAH - LEDER INSTITUT                                |           26 |        96.0 |  NULL |  94.0 | 100.0 |
| TOULOUSE    | LYCEE MARCELIN BERTHELOT                                  |          210 |        95.0 |  95.0 |  96.0 |  87.0 |
| TOULOUSE    | LYCEE SAINT-SERNIN                                        |          436 |        93.0 |  97.0 |  91.0 |  89.0 |
| TOULOUSE    | LYCEE HOTELLERIE ET TOURISME (GENERAL ET TECHNO.)         |          101 |        92.0 |  NULL |  NULL |  NULL |
| TOULOUSE    | LYCEE MONTALEMBERT LES MARISTES (GENERAL ET TECHNO.)      |           52 |        92.0 | 100.0 |  83.0 |  92.0 |
| TOULOUSE    | LYCEE RIVE GAUCHE                                         |          431 |        92.0 |  92.0 |  95.0 |  86.0 |
| TOULOUSE    | LYCEE STEPHANE HESSEL                                     |          309 |        92.0 |  NULL |  87.0 |  NULL |
| TOULOUSE    | LYCEE DES ARENES                                          |          273 |        88.0 |  88.0 |  89.0 |  82.0 |
| TOULOUSE    | LYCEE TOULOUSE-LAUTREC                                    |          443 |        88.0 |  89.0 |  89.0 |  89.0 |
| TOULOUSE    | LYCEE BELLEVUE (GENERAL ET TECHNO.)                       |          460 |        87.0 |  86.0 |  91.0 |  87.0 |
| TOULOUSE    | LYCEE DEODAT DE SEVERAC                                   |          335 |        87.0 |  NULL |  81.0 | 100.0 |
| TOULOUSE    | LYCEE RAYMOND NAVES (GENERAL ET TECHNO.)                  |          475 |        87.0 |  84.0 |  87.0 |  85.0 |
| TOURS       | LYCEE GRAND ST GREGOIRE                                   |          117 |        99.0 |  92.0 | 100.0 | 100.0 |
| TOURS       | LYCEE STE URSULE                                          |          196 |        99.0 | 100.0 |  99.0 | 100.0 |
| TOURS       | LYCEE BALZAC                                              |          322 |        97.0 | 100.0 |  96.0 |  95.0 |
| TOURS       | LYCEE SAINT MEDARD INST N-D LA RICHE                      |          142 |        96.0 |  83.0 | 100.0 |  95.0 |
| TOURS       | LYCEE DESCARTES                                           |          267 |        95.0 |  94.0 |  96.0 |  94.0 |
| TOURS       | LYCEE GRANDMONT                                           |          622 |        94.0 |  84.0 |  94.0 |  93.0 |
| TOURS       | LYCEE MARMOUTIER                                          |          107 |        94.0 | 100.0 |  96.0 |  90.0 |
| TOURS       | LYCEE CHOISEUL                                            |          384 |        93.0 |  97.0 |  86.0 |  95.0 |
| TOURS       | LYCEE JACQUES DE VAUCANSON                                |          298 |        91.0 |  88.0 |  92.0 |  88.0 |
| TOURS       | LYCEE PAUL-LOUIS COURIER                                  |          380 |        90.0 |  93.0 |  87.0 |  90.0 |
+-------------+-----------------------------------------------------------+--------------+-------------+-------+-------+-------+
252 rows in set (0.07 sec)


En analysant les écarts par établissement des résultats toujours dans les principales villes avec les résultats attendus par l’éducation nationale suivant les statistiques nationales, on obtient les résultats suivants. Par exemple, pour le lycée Albert Le Grand de Bordeaux, le taux de réussite était de 80% alors que suivant les données socio-démographiques, le résultat projeté par l’éducation nationale était de 84% – soit 4 points de moins au final.


mysql> select town , etablissement , effectif_ttl, success_ttl, success_attendu_ttl, success_ttl-success_attendu_ttl as gap from (select a.town, etablissement,sum(effectif_presents_total_series ) as effectif_ttl , round(sum((tx_brut_de_reussite_total_series /100 * effectif_presents_total_series )) / sum(effectif_presents_total_series )*100,1) as success_ttl , round(sum((tx_reussite_attendu_par_france_total_series  /100 * effectif_presents_total_series )) / sum(effectif_presents_total_series )*100,1) as success_attendu_ttl from lycee as a inner join (select town from lycee group by 1 order by sum(effectif_presents_total_series ) desc limit 10) as b on (a.town=b.town) group by 1, 2 ) as a;
+-------------+-----------------------------------------------------------+--------------+-------------+---------------------+-------+
| town        | etablissement                                             | effectif_ttl | success_ttl | success_attendu_ttl | gap   |
+-------------+-----------------------------------------------------------+--------------+-------------+---------------------+-------+
| BORDEAUX    | LYCEE ALBERT LE GRAND                                     |           35 |        80.0 |                84.0 |  -4.0 |
| BORDEAUX    | LYCEE ASSOMPTION - STE CLOTILDE                           |          274 |        98.0 |                95.0 |   3.0 |
| BORDEAUX    | LYCEE BEL ORME                                            |          100 |        95.0 |                95.0 |   0.0 |
| BORDEAUX    | LYCEE BIOLOGIE ET CHIMIE ST LOUIS                         |          114 |        95.0 |                95.0 |   0.0 |
| BORDEAUX    | LYCEE CAMILLE JULLIAN                                     |          316 |        94.0 |                95.0 |  -1.0 |
| BORDEAUX    | LYCEE DU MIRAIL                                           |          232 |        77.0 |                87.0 | -10.0 |
| BORDEAUX    | LYCEE FRANCOIS MAGENDIE                                   |          372 |        96.0 |                98.0 |  -2.0 |
| BORDEAUX    | LYCEE FRANCOIS MAURIAC                                    |          313 |        87.0 |                90.0 |  -3.0 |
| BORDEAUX    | LYCEE GUSTAVE EIFFEL (GENERAL ET TECHNO.)                 |          498 |        97.0 |                97.0 |   0.0 |
| BORDEAUX    | LYCEE JEAN CONDORCET                                      |          143 |        83.0 |                86.0 |  -3.0 |
| BORDEAUX    | LYCEE MICHEL MONTAIGNE                                    |          314 |        95.0 |                96.0 |  -1.0 |
| BORDEAUX    | LYCEE MONTESQUIEU                                         |          306 |        81.0 |                90.0 |  -9.0 |
| BORDEAUX    | LYCEE NICOLAS BREMONTIER                                  |          130 |        83.0 |                85.0 |  -2.0 |
| BORDEAUX    | LYCEE NOTRE DAME                                          |           53 |        70.0 |                80.0 | -10.0 |
| BORDEAUX    | LYCEE ST GENES                                            |          178 |       100.0 |                98.0 |   2.0 |
| BORDEAUX    | LYCEE ST JOSEPH DE TIVOLI                                 |          193 |       100.0 |                97.0 |   3.0 |
| BORDEAUX    | LYCEE ST VINCENT DE PAUL                                  |           36 |       100.0 |                97.0 |   3.0 |
| BORDEAUX    | LYCEE STE FAMILLE SAINTONGE                               |           49 |        92.0 |                89.0 |   3.0 |
| BORDEAUX    | LYCEE STE MARIE BASTIDE                                   |          228 |        98.0 |                97.0 |   1.0 |
| BORDEAUX    | LYCEE STE MARIE GRAND LEBRUN                              |          229 |       100.0 |                98.0 |   2.0 |
| LILLE       | LYCEE                                                     |           22 |        86.0 |                93.0 |  -7.0 |
| LILLE       | LYCEE CESAR BAGGIO                                        |          156 |        84.0 |                83.0 |   1.0 |
| LILLE       | LYCEE FAIDHERBE                                           |          232 |        89.0 |                93.0 |  -4.0 |
| LILLE       | LYCEE FENELON                                             |          252 |        89.0 |                92.0 |  -3.0 |
| LILLE       | LYCEE FREDERIC OZANAM                                     |          161 |        96.0 |                94.0 |   2.0 |
| LILLE       | LYCEE INTERNATIONAL MONTEBELLO                            |          365 |        87.0 |                93.0 |  -6.0 |
| LILLE       | LYCEE LOUIS PASTEUR                                       |          320 |        87.0 |                93.0 |  -6.0 |
| LILLE       | LYCEE NOTRE-DAME D'ANNAY                                  |          183 |        97.0 |                96.0 |   1.0 |
| LILLE       | LYCEE NOTRE-DAME DE LA PAIX                               |          165 |        98.0 |                94.0 |   4.0 |
| LILLE       | LYCEE PRIVE AVERROES                                      |           86 |        97.0 |                90.0 |   7.0 |
| LILLE       | LYCEE SAINT PAUL                                          |          277 |        98.0 |                98.0 |   0.0 |
| LILLE       | LYCEE SAINT PIERRE                                        |           72 |        89.0 |                90.0 |  -1.0 |
| LILLE       | LYCEE SAINTE CLAIRE                                       |          128 |        96.0 |                93.0 |   3.0 |
| LILLE       | LYCEE ST JEAN-BAPTISTE DE LA SALLE                        |          112 |        99.0 |                97.0 |   2.0 |
| LILLE       | LYCEE THERESE D'AVILA                                     |          183 |        99.0 |                99.0 |   0.0 |
| MONTPELLIER | LYCEE GASTRO HOTEL GEORGES FRECHE (GENERAL ET TECHNO.)    |           24 |        96.0 |                97.0 |  -1.0 |
| MONTPELLIER | LYCEE GEORGES CLEMENCEAU                                  |          417 |        85.0 |                93.0 |  -8.0 |
| MONTPELLIER | LYCEE INTERNAT D'EXCELLENCE                               |           35 |        63.0 |                62.0 |   1.0 |
| MONTPELLIER | LYCEE JEAN MERMOZ (GENERAL ET TECHNO.)                    |          624 |        91.0 |                90.0 |   1.0 |
| MONTPELLIER | LYCEE JEAN MONNET                                         |          387 |        87.0 |                91.0 |  -4.0 |
| MONTPELLIER | LYCEE JOFFRE                                              |          485 |        98.0 |                97.0 |   1.0 |
| MONTPELLIER | LYCEE JULES GUESDE (GENERAL ET TECHNO.)                   |          252 |        93.0 |                93.0 |   0.0 |
| MONTPELLIER | LYCEE NEVERS (GENERAL ET TECHNO.)                         |          282 |        99.0 |                97.0 |   2.0 |
| MONTPELLIER | LYCEE NOTRE DAME DE LA MERCI                              |          350 |        98.0 |                98.0 |   0.0 |
| MONTPELLIER | LYCEE RABELAIS                                            |           60 |        85.0 |                86.0 |  -1.0 |
| NANTES      | EXTERNAT DES ENFANTS NANTAIS                              |          202 |        99.0 |                97.0 |   2.0 |
| NANTES      | LYCEE   (GENERAL ET TECHNO.)                              |          148 |        93.0 |                96.0 |  -3.0 |
| NANTES      | LYCEE ALBERT CAMUS                                        |          157 |        85.0 |                91.0 |  -6.0 |
| NANTES      | LYCEE BLANCHE DE CASTILLE                                 |          102 |        96.0 |                97.0 |  -1.0 |
| NANTES      | LYCEE CARCOUET                                            |          137 |        88.0 |                92.0 |  -4.0 |
| NANTES      | LYCEE CLEMENCEAU                                          |          277 |        98.0 |                99.0 |  -1.0 |
| NANTES      | LYCEE DE BRETAGNE                                         |           38 |        58.0 |                76.0 | -18.0 |
| NANTES      | LYCEE GABRIEL GUISTHAU                                    |          295 |        97.0 |                98.0 |  -1.0 |
| NANTES      | LYCEE GASPARD MONGE - LA CHAUVINIERE (GENERAL ET TECHNO.) |          163 |        90.0 |                95.0 |  -5.0 |
| NANTES      | LYCEE JULES VERNE                                         |          232 |        99.0 |                98.0 |   1.0 |
| NANTES      | LYCEE LA COLINIERE                                        |          535 |        93.0 |                93.0 |   0.0 |
| NANTES      | LYCEE LA PERVERIE SACRE COEUR                             |          158 |       100.0 |                98.0 |   2.0 |
| NANTES      | LYCEE LES BOURDONNIERES (GENERAL ET TECHNO.)              |          479 |        94.0 |                95.0 |  -1.0 |
| NANTES      | LYCEE LIVET                                               |          321 |        97.0 |                97.0 |   0.0 |
| NANTES      | LYCEE ND DE TOUTES AIDES                                  |          174 |        97.0 |                96.0 |   1.0 |
| NANTES      | LYCEE SACRE COEUR (GENERAL ET TECHNO.)                    |           93 |        80.0 |                88.0 |  -8.0 |
| NANTES      | LYCEE SAINT-FELIX - LA SALLE                              |          203 |        91.0 |                95.0 |  -4.0 |
| NANTES      | LYCEE ST JOSEPH DU LOQUIDY                                |          269 |        99.0 |                99.0 |   0.0 |
| NANTES      | LYCEE ST STANISLAS                                        |          147 |        99.0 |                98.0 |   1.0 |
| NANTES      | LYCEE TALENSAC - JEANNE BERNARD (GENERAL ET TECHNO.)      |          205 |        99.0 |                97.0 |   2.0 |
| NICE        | LYCEE ALBERT CALMETTE                                     |          447 |        92.0 |                96.0 |  -4.0 |
| NICE        | LYCEE DON BOSCO                                           |           95 |        97.0 |                96.0 |   1.0 |
| NICE        | LYCEE GUILLAUME APOLLINAIRE                               |          465 |        84.0 |                91.0 |  -7.0 |
| NICE        | LYCEE HONORE D'ESTIENNE D'ORVES (GENERAL ET TECHNO.)      |          488 |        91.0 |                94.0 |  -3.0 |
| NICE        | LYCEE HOTELIER TOURISME-PAUL AUGIER (GENERAL ET TECHNO.)  |           64 |        92.0 |                96.0 |  -4.0 |
| NICE        | LYCEE LA PROVIDENCE                                       |           57 |        95.0 |                92.0 |   3.0 |
| NICE        | LYCEE LES EUCALYPTUS                                      |          167 |        87.0 |                93.0 |  -6.0 |
| NICE        | LYCEE MASSENA                                             |          280 |        95.0 |                96.0 |  -1.0 |
| NICE        | LYCEE PARC IMPERIAL                                       |          546 |        90.0 |                94.0 |  -4.0 |
| NICE        | LYCEE SAINT JOSEPH (GENERAL ET TECHNO.)                   |           37 |       100.0 |                97.0 |   3.0 |
| NICE        | LYCEE SASSERNO                                            |           76 |       100.0 |                96.0 |   4.0 |
| NICE        | LYCEE STANISLAS                                           |          127 |       100.0 |                98.0 |   2.0 |
| NICE        | LYCEE THIERRY MAULNIER                                    |          401 |        91.0 |                92.0 |  -1.0 |
| PARIS       | EC TECHNIQUE SUP LABORATOIRE                              |           57 |        96.0 |                94.0 |   2.0 |
| PARIS       | ECOLE  INTERNATIONAL BILINGUE                             |          120 |        96.0 |                96.0 |   0.0 |
| PARIS       | ECOLE ACTIVE BILINGUE J.MANUEL                            |          148 |       100.0 |                 0.0 | 100.0 |
| PARIS       | ECOLE ALSACIENNE                                          |          152 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE ALBERT DE MUN (GENERAL ET TECHNO.)                  |          152 |        97.0 |                97.0 |   0.0 |
| PARIS       | LYCEE ARAGO                                               |          210 |        91.0 |                91.0 |   0.0 |
| PARIS       | LYCEE ARISTIDE BERGES                                     |          329 |        90.0 |                92.0 |  -2.0 |
| PARIS       | LYCEE AUGUSTE RENOIR                                      |           52 |        96.0 |                97.0 |  -1.0 |
| PARIS       | LYCEE AUTOGERE                                            |           65 |        40.0 |                75.0 | -35.0 |
| PARIS       | LYCEE BATIMENT-SAINT-LAMBERT                              |           45 |        96.0 |                95.0 |   1.0 |
| PARIS       | LYCEE BETH HANNA                                          |           97 |        99.0 |                85.0 |  14.0 |
| PARIS       | LYCEE BLOMET                                              |          149 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE BOSSUET-NOTRE-DAME                                  |           97 |       100.0 |                98.0 |   2.0 |
| PARIS       | LYCEE BOULLE ESAA (GENERAL ET TECHNO.)                    |           29 |        97.0 |               100.0 |  -3.0 |
| PARIS       | LYCEE BUFFON                                              |          318 |        96.0 |                96.0 |   0.0 |
| PARIS       | LYCEE CAMILLE SEE                                         |          123 |        78.0 |                84.0 |  -6.0 |
| PARIS       | LYCEE CARCADO SAISSEVAL                                   |          155 |        97.0 |                96.0 |   1.0 |
| PARIS       | LYCEE CARNOT                                              |          303 |        98.0 |                97.0 |   1.0 |
| PARIS       | LYCEE CATHERINE LABOURE (GENERAL ET TECHNO.)              |          110 |        94.0 |                 0.0 |  94.0 |
| PARIS       | LYCEE CHAPTAL                                             |          191 |        99.0 |                97.0 |   2.0 |
| PARIS       | LYCEE CHARLEMAGNE                                         |          238 |        98.0 |                98.0 |   0.0 |
| PARIS       | LYCEE CHARLES DE FOUCAULD                                 |          134 |       100.0 |                95.0 |   5.0 |
| PARIS       | LYCEE CHARLES PEGUY                                       |          190 |       100.0 |                98.0 |   2.0 |
| PARIS       | LYCEE CLAUDE BERNARD                                      |          176 |        89.0 |                87.0 |   2.0 |
| PARIS       | LYCEE CLAUDE MONET                                        |          307 |        97.0 |                96.0 |   1.0 |
| PARIS       | LYCEE COLBERT                                             |          152 |        78.0 |                77.0 |   1.0 |
| PARIS       | LYCEE CONDORCET                                           |          180 |        99.0 |                99.0 |   0.0 |
| PARIS       | LYCEE D'HULST                                             |           54 |       100.0 |                92.0 |   8.0 |
| PARIS       | LYCEE DIDEROT (GENERAL ET TECHNO.)                        |          109 |        93.0 |                84.0 |   9.0 |
| PARIS       | LYCEE DORIAN (GENERAL ET TECHNO.)                         |          149 |        84.0 |                87.0 |  -3.0 |
| PARIS       | LYCEE E. NAPOLEON ST PIERRE FOURIER                       |          136 |        96.0 |                94.0 |   2.0 |
| PARIS       | LYCEE EDGAR POE                                           |          100 |       100.0 |                96.0 |   4.0 |
| PARIS       | LYCEE EDGAR QUINET (GENERAL ET TECHNO.)                   |          137 |        62.0 |                79.0 | -17.0 |
| PARIS       | LYCEE ELISA LEMONNIER (GENERAL ET TECHNO.)                |          103 |        93.0 |                83.0 |  10.0 |
| PARIS       | LYCEE EMILE DUBOIS                                        |          127 |        92.0 |                89.0 |   3.0 |
| PARIS       | LYCEE FENELON                                             |          127 |        97.0 |                97.0 |   0.0 |
| PARIS       | LYCEE FENELON SAINTE-MARIE                                |          250 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE FRANCOIS VILLON                                     |           88 |        80.0 |                76.0 |   4.0 |
| PARIS       | LYCEE GABRIEL FAURE                                       |          171 |        85.0 |                83.0 |   2.0 |
| PARIS       | LYCEE GEORGES BRASSENS                                    |          103 |        97.0 |                97.0 |   0.0 |
| PARIS       | LYCEE GEORGES LEVEN                                       |           70 |        97.0 |                96.0 |   1.0 |
| PARIS       | LYCEE GERSON                                              |          121 |        99.0 |                98.0 |   1.0 |
| PARIS       | LYCEE GUILLAUME TIREL (GENERAL ET TECHNO.)                |           25 |        96.0 |                91.0 |   5.0 |
| PARIS       | LYCEE HELENE BOUCHER                                      |          376 |        96.0 |                97.0 |  -1.0 |
| PARIS       | LYCEE HENRI BERGSON                                       |          202 |        77.0 |                83.0 |  -6.0 |
| PARIS       | LYCEE HENRI IV                                            |          310 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE HONORE DE BALZAC                                    |          249 |        92.0 |                91.0 |   1.0 |
| PARIS       | LYCEE HOTELIER (GENERAL ET TECHNO.)                       |           54 |        96.0 |                98.0 |  -2.0 |
| PARIS       | LYCEE JACQUES DECOUR                                      |          180 |        77.0 |                84.0 |  -7.0 |
| PARIS       | LYCEE JANSON DE SAILLY                                    |          363 |        94.0 |                96.0 |  -2.0 |
| PARIS       | LYCEE JEAN DE LA FONTAINE                                 |          231 |        98.0 |                98.0 |   0.0 |
| PARIS       | LYCEE JEAN DROUANT (GENERAL ET TECHNO.)                   |           47 |        89.0 |                93.0 |  -4.0 |
| PARIS       | LYCEE JEAN LURCAT (GENERAL ET TECHNO.)                    |          116 |        88.0 |                88.0 |   0.0 |
| PARIS       | LYCEE JEAN-BAPTISTE SAY                                   |          261 |       100.0 |                98.0 |   2.0 |
| PARIS       | LYCEE JULES FERRY                                         |          196 |        93.0 |                88.0 |   5.0 |
| PARIS       | LYCEE JULES RICHARD MICROTECHNIQUES (GENERAL ET TECHNO.)  |           27 |        96.0 |                91.0 |   5.0 |
| PARIS       | LYCEE L'ALMA                                              |           81 |       100.0 |                98.0 |   2.0 |
| PARIS       | LYCEE L'ASSOMPTION                                        |          114 |        98.0 |                97.0 |   1.0 |
| PARIS       | LYCEE LA ROCHEFOUCAULD                                    |          133 |        99.0 |                99.0 |   0.0 |
| PARIS       | LYCEE LA TOUR                                             |          121 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE LAMARTINE                                           |          122 |        91.0 |                88.0 |   3.0 |
| PARIS       | LYCEE LAVOISIER                                           |          203 |        98.0 |                98.0 |   0.0 |
| PARIS       | LYCEE LE REBOURS                                          |          152 |        99.0 |                96.0 |   3.0 |
| PARIS       | LYCEE LES FRANCS BOURGEOIS                                |          240 |        99.0 |                98.0 |   1.0 |
| PARIS       | LYCEE LES PETITS CHAMPS                                   |          102 |        95.0 |                93.0 |   2.0 |
| PARIS       | LYCEE LOUIS ARMAND (GENERAL ET TECHNO.)                   |          126 |        78.0 |                80.0 |  -2.0 |
| PARIS       | LYCEE LOUIS LE GRAND                                      |          292 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE LOUISE DE MARILLAC                                  |          104 |       100.0 |                98.0 |   2.0 |
| PARIS       | LYCEE LUCIEN DE HIRSCH                                    |           65 |       100.0 |                94.0 |   6.0 |
| PARIS       | LYCEE MASSILLON                                           |          136 |        98.0 |                98.0 |   0.0 |
| PARIS       | LYCEE MAURICE RAVEL                                       |          383 |        92.0 |                93.0 |  -1.0 |
| PARIS       | LYCEE MAXIMILIEN VOX-ART-DESSIN (GENERAL ET TECHNO.)      |           71 |        99.0 |                97.0 |   2.0 |
| PARIS       | LYCEE MOLIERE                                             |          194 |        91.0 |                86.0 |   5.0 |
| PARIS       | LYCEE MONTAIGNE                                           |          308 |        92.0 |                95.0 |  -3.0 |
| PARIS       | LYCEE N'R HATORAH                                         |           22 |       100.0 |                96.0 |   4.0 |
| PARIS       | LYCEE NOTRE-DAME -ST VINCENT DE PAUL (GENERAL ET TECHNO.) |           93 |        88.0 |                95.0 |  -7.0 |
| PARIS       | LYCEE NOTRE-DAME DE FRANCE                                |           71 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE NOTRE-DAME DE SION                                  |          146 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE NOTRE-DAME DES OISEAUX                              |          152 |        95.0 |                97.0 |  -2.0 |
| PARIS       | LYCEE OZAR HATORAH                                        |           45 |        91.0 |                82.0 |   9.0 |
| PARIS       | LYCEE PASCAL                                              |           76 |       100.0 |                97.0 |   3.0 |
| PARIS       | LYCEE PASSY-SAINT-HONORE                                  |          169 |        98.0 |                97.0 |   1.0 |
| PARIS       | LYCEE PAUL BERT                                           |          109 |        79.0 |                83.0 |  -4.0 |
| PARIS       | LYCEE PAUL CLAUDEL                                        |           91 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE PAUL VALERY                                         |          168 |        70.0 |                73.0 |  -3.0 |
| PARIS       | LYCEE PIERRE-GILLES DE GENNES-ENCPB                       |          226 |        86.0 |                93.0 |  -7.0 |
| PARIS       | LYCEE RABELAIS-PARAMEDICAL ET SOCIAL                      |          128 |        73.0 |                70.0 |   3.0 |
| PARIS       | LYCEE RACHI                                               |           22 |        73.0 |                79.0 |  -6.0 |
| PARIS       | LYCEE RACINE                                              |          395 |        95.0 |                96.0 |  -1.0 |
| PARIS       | LYCEE ROCROY SAINT-VINCENT DE PAUL                        |          194 |       100.0 |                98.0 |   2.0 |
| PARIS       | LYCEE RODIN                                               |          180 |        91.0 |                89.0 |   2.0 |
| PARIS       | LYCEE SAINT-JEAN DE PASSY                                 |          161 |       100.0 |               100.0 |   0.0 |
| PARIS       | LYCEE SAINT-LOUIS DE GONZAGUE                             |          148 |       100.0 |               100.0 |   0.0 |
| PARIS       | LYCEE SAINT-MICHEL DE PICPUS                              |          273 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE SAINT-MICHEL DES BATIGNOLLES                        |          129 |        98.0 |                96.0 |   2.0 |
| PARIS       | LYCEE SAINT-NICOLAS                                       |          148 |       100.0 |                95.0 |   5.0 |
| PARIS       | LYCEE SAINT-SULPICE                                       |          161 |        91.0 |                88.0 |   3.0 |
| PARIS       | LYCEE SAINT-THOMAS D'AQUIN                                |          114 |        98.0 |                97.0 |   1.0 |
| PARIS       | LYCEE SAINTE-ELISABETH                                    |           85 |        94.0 |                95.0 |  -1.0 |
| PARIS       | LYCEE SAINTE-GENEVIEVE                                    |          123 |        98.0 |                96.0 |   2.0 |
| PARIS       | LYCEE SAINTE-JEANNE ELISABETH                             |           78 |        99.0 |                97.0 |   2.0 |
| PARIS       | LYCEE SEVIGNE                                             |           79 |        99.0 |                99.0 |   0.0 |
| PARIS       | LYCEE SIMONE WEIL                                         |          105 |        89.0 |                90.0 |  -1.0 |
| PARIS       | LYCEE SINAI                                               |           30 |       100.0 |                96.0 |   4.0 |
| PARIS       | LYCEE SOPHIE GERMAIN                                      |          224 |        99.0 |                96.0 |   3.0 |
| PARIS       | LYCEE STANISLAS                                           |          289 |       100.0 |               100.0 |   0.0 |
| PARIS       | LYCEE STE URSULE-LOUISE BETTIGNIES                        |          102 |       100.0 |                99.0 |   1.0 |
| PARIS       | LYCEE THERESE CHAPPUIS                                    |           22 |        86.0 |                81.0 |   5.0 |
| PARIS       | LYCEE TURGOT                                              |          192 |        91.0 |                88.0 |   3.0 |
| PARIS       | LYCEE VICTOR DURUY                                        |          317 |        97.0 |                97.0 |   0.0 |
| PARIS       | LYCEE VICTOR HUGO                                         |          163 |        97.0 |                97.0 |   0.0 |
| PARIS       | LYCEE VOLTAIRE                                            |          235 |        74.0 |                80.0 |  -6.0 |
| PARIS       | LYCEE YABNE                                               |          137 |       100.0 |                96.0 |   4.0 |
| RENNES      | LYCEE ASSOMPTION                                          |          262 |        99.0 |                98.0 |   1.0 |
| RENNES      | LYCEE BREQUIGNY                                           |          586 |        91.0 |                96.0 |  -5.0 |
| RENNES      | LYCEE DE LA SALLE                                         |           84 |        96.0 |                96.0 |   0.0 |
| RENNES      | LYCEE EMILE ZOLA                                          |          350 |        95.0 |                98.0 |  -3.0 |
| RENNES      | LYCEE FRANCOIS RENE DE CHATEAUBRIAND                      |          223 |        97.0 |                98.0 |  -1.0 |
| RENNES      | LYCEE JEAN MACE                                           |          279 |        88.0 |                92.0 |  -4.0 |
| RENNES      | LYCEE JEANNE D'ARC                                        |          173 |        97.0 |                96.0 |   1.0 |
| RENNES      | LYCEE JOLIOT-CURIE                                        |          294 |        95.0 |                97.0 |  -2.0 |
| RENNES      | LYCEE PIERRE MENDES FRANCE (GENERAL ET TECHNO.)           |           62 |       100.0 |                97.0 |   3.0 |
| RENNES      | LYCEE RENE DESCARTES                                      |          403 |        94.0 |                96.0 |  -2.0 |
| RENNES      | LYCEE ST MARTIN                                           |          409 |        99.0 |                98.0 |   1.0 |
| RENNES      | LYCEE ST VINCENT-PROVIDENCE (GENERAL ET TECHNO.)          |          231 |        93.0 |                97.0 |  -4.0 |
| RENNES      | LYCEE STE GENEVIEVE                                       |          127 |        89.0 |                89.0 |   0.0 |
| RENNES      | LYCEE STE THERESE                                         |           50 |        88.0 |                89.0 |  -1.0 |
| RENNES      | LYCEE VICTOR ET HELENE BASCH                              |          399 |        92.0 |                96.0 |  -4.0 |
| STRASBOURG  | COLLEGE EPISCOPAL ST ETIENNE                              |          190 |        99.0 |                97.0 |   2.0 |
| STRASBOURG  | ECOLE AQUIBA                                              |           36 |        89.0 |                97.0 |  -8.0 |
| STRASBOURG  | INSTIT.LA DOCTRINE CHRETIENNE                             |           66 |        94.0 |                94.0 |   0.0 |
| STRASBOURG  | INSTITUTION NOTRE DAME                                    |          104 |        97.0 |                96.0 |   1.0 |
| STRASBOURG  | INSTITUTION SAINTE CLOTILDE                               |          184 |        97.0 |                95.0 |   2.0 |
| STRASBOURG  | LYCEE FUSTEL DE COULANGES                                 |          223 |        95.0 |                96.0 |  -1.0 |
| STRASBOURG  | LYCEE JEAN MONNET                                         |          276 |        76.0 |                87.0 | -11.0 |
| STRASBOURG  | LYCEE JEAN ROSTAND (GENERAL ET TECHNO.)                   |          357 |        94.0 |                95.0 |  -1.0 |
| STRASBOURG  | LYCEE KLEBER                                              |          356 |        96.0 |                96.0 |   0.0 |
| STRASBOURG  | LYCEE LE GYMNASE JEAN STURM                               |          246 |        99.0 |                99.0 |   0.0 |
| STRASBOURG  | LYCEE LOUIS COUFFIGNAL (GENERAL ET TECHNO.)               |          163 |        90.0 |                94.0 |  -4.0 |
| STRASBOURG  | LYCEE LOUIS PASTEUR                                       |          275 |        94.0 |                92.0 |   2.0 |
| STRASBOURG  | LYCEE MARCEL RUDLOFF (GENERAL ET TECHNO.)                 |          234 |        90.0 |                92.0 |  -2.0 |
| STRASBOURG  | LYCEE MARIE CURIE                                         |          210 |        89.0 |                93.0 |  -4.0 |
| STRASBOURG  | LYCEE ORT                                                 |           54 |        94.0 |                91.0 |   3.0 |
| STRASBOURG  | LYCEE RENE CASSIN (GENERAL ET TECHNO.)                    |          144 |        88.0 |                89.0 |  -1.0 |
| STRASBOURG  | LYCEE SECTIONS INTERNATIONALES                            |          319 |        98.0 |                97.0 |   1.0 |
| TOULOUSE    | LYCEE BELLEVUE (GENERAL ET TECHNO.)                       |          460 |        87.0 |                95.0 |  -8.0 |
| TOULOUSE    | LYCEE DEODAT DE SEVERAC                                   |          335 |        87.0 |                93.0 |  -6.0 |
| TOULOUSE    | LYCEE DES ARENES                                          |          273 |        88.0 |                90.0 |  -2.0 |
| TOULOUSE    | LYCEE EMILIE DE RODAT (GENERAL ET TECHNO.)                |          199 |       100.0 |                98.0 |   2.0 |
| TOULOUSE    | LYCEE HOTELLERIE ET TOURISME (GENERAL ET TECHNO.)         |          101 |        92.0 |                97.0 |  -5.0 |
| TOULOUSE    | LYCEE LE CAOUSOU                                          |          161 |        99.0 |                98.0 |   1.0 |
| TOULOUSE    | LYCEE MARCELIN BERTHELOT                                  |          210 |        95.0 |                93.0 |   2.0 |
| TOULOUSE    | LYCEE MONTALEMBERT LES MARISTES (GENERAL ET TECHNO.)      |           52 |        92.0 |                87.0 |   5.0 |
| TOULOUSE    | LYCEE OZENNE                                              |          339 |        98.0 |                98.0 |   0.0 |
| TOULOUSE    | LYCEE PIERRE DE FERMAT                                    |          395 |        96.0 |                99.0 |  -3.0 |
| TOULOUSE    | LYCEE RAYMOND NAVES (GENERAL ET TECHNO.)                  |          475 |        87.0 |                95.0 |  -8.0 |
| TOULOUSE    | LYCEE RIVE GAUCHE                                         |          431 |        92.0 |                95.0 |  -3.0 |
| TOULOUSE    | LYCEE SAINT-JOSEPH                                        |          252 |        99.0 |                98.0 |   1.0 |
| TOULOUSE    | LYCEE SAINT-SERNIN                                        |          436 |        93.0 |                96.0 |  -3.0 |
| TOULOUSE    | LYCEE SAINTE-MARIE DE NEVERS                              |          279 |        98.0 |                94.0 |   4.0 |
| TOULOUSE    | LYCEE SAINTE-MARIE DES CHAMPS                             |          258 |        99.0 |                96.0 |   3.0 |
| TOULOUSE    | LYCEE STEPHANE HESSEL                                     |          309 |        92.0 |                96.0 |  -4.0 |
| TOULOUSE    | LYCEE TOULOUSE-LAUTREC                                    |          443 |        88.0 |                93.0 |  -5.0 |
| TOULOUSE    | OHR TORAH - LEDER INSTITUT                                |           26 |        96.0 |                93.0 |   3.0 |
| TOURS       | LYCEE BALZAC                                              |          322 |        97.0 |                97.0 |   0.0 |
| TOURS       | LYCEE CHOISEUL                                            |          384 |        93.0 |                95.0 |  -2.0 |
| TOURS       | LYCEE DESCARTES                                           |          267 |        95.0 |                98.0 |  -3.0 |
| TOURS       | LYCEE GRAND ST GREGOIRE                                   |          117 |        99.0 |                97.0 |   2.0 |
| TOURS       | LYCEE GRANDMONT                                           |          622 |        94.0 |                96.0 |  -2.0 |
| TOURS       | LYCEE JACQUES DE VAUCANSON                                |          298 |        91.0 |                93.0 |  -2.0 |
| TOURS       | LYCEE MARMOUTIER                                          |          107 |        94.0 |                93.0 |   1.0 |
| TOURS       | LYCEE PAUL-LOUIS COURIER                                  |          380 |        90.0 |                95.0 |  -5.0 |
| TOURS       | LYCEE SAINT MEDARD INST N-D LA RICHE                      |          142 |        96.0 |                95.0 |   1.0 |
| TOURS       | LYCEE STE URSULE                                          |          196 |        99.0 |                98.0 |   1.0 |
+-------------+-----------------------------------------------------------+--------------+-------------+---------------------+-------+
252 rows in set (0,03 sec)

Si on regarde le top des établissements (top 30) par effectif présenté décroissant, on obtient le classement suivant sur la France:


mysql> select ville, etablissement,sum(effectif_presents_total_series ) as effectif_ttl , round(sum((tx_brut_de_reussite_total_series /100 * effectif_presents_total_series )) / sum(effectif_presents_total_series )*100,1) as success_ttl from lycee group by 1 ,2 having success_ttl>99 order by success_ttl desc, effectif_ttl desc limit 30 ;
+----------------------+-----------------------------------------+--------------+-------------+
| ville                | etablissement                           | effectif_ttl | success_ttl |
+----------------------+-----------------------------------------+--------------+-------------+
| LYON 05              | LYCEE SAINTE MARIE LYON                 |          436 |       100.0 |
| VERSAILLES           | LYCEE HOCHE                             |          407 |       100.0 |
| ST GERMAIN EN LAYE   | LYCEE NOTRE DAME (GENERAL ET TECHNO.)   |          342 |       100.0 |
| VERSAILLES           | LYCEE NOTRE DAME DU GRANDCHAMP          |          324 |       100.0 |
| BOULOGNE BILLANCOURT | LYCEE NOTRE DAME                        |          321 |       100.0 |
| ST GERMAIN EN LAYE   | LYCEE INTERNATIONAL                     |          319 |       100.0 |
| MELUN                | LYCEE SAINT ASPAIS (GENERAL ET TECHNO.) |          315 |       100.0 |
| PARIS 05             | LYCEE HENRI IV                          |          310 |       100.0 |
| PARIS 05             | LYCEE LOUIS LE GRAND                    |          292 |       100.0 |
| MARCQ EN BAROEUL     | LYCEE PRIVE DE MARCQ                    |          290 |       100.0 |
| PARIS 06             | LYCEE STANISLAS                         |          289 |       100.0 |
| ANNONAY              | LYCEE SAINT DENIS                       |          287 |       100.0 |
| VERNEUIL SUR SEINE   | LYCEE NOTRE DAME                        |          284 |       100.0 |
| VERSAILLES           | LYCEE SAINT JEAN ET HULST               |          278 |       100.0 |
| PARIS 12             | LYCEE SAINT-MICHEL DE PICPUS            |          273 |       100.0 |
| PARIS 16             | LYCEE JEAN-BAPTISTE SAY                 |          261 |       100.0 |
| PARIS 08             | LYCEE FENELON SAINTE-MARIE              |          250 |       100.0 |
| LE CHESNAY           | LYCEE BLANCHE DE CASTILLE               |          241 |       100.0 |
| LYON 01              | INSTITUTION DES CHARTREUX               |          237 |       100.0 |
| LYON 05              | LYCEE AUX LAZARISTES                    |          235 |       100.0 |
| ANNECY               | LYCEE SAINT MICHEL                      |          234 |       100.0 |
| TOURCOING            | LYCEE SACRE COEUR                       |          232 |       100.0 |
| BORDEAUX             | LYCEE STE MARIE GRAND LEBRUN            |          229 |       100.0 |
| OULLINS              | LYCEE SAINT THOMAS D'AQUIN VERITAS      |          224 |       100.0 |
| LAGNY SUR MARNE      | LYCEE ST LAURENT-LA PAIX NOTRE DAME     |          219 |       100.0 |
| BEAUVAIS             | LYCEE SAINT ESPRIT                      |          218 |       100.0 |
| MARSEILLE 13         | LYCEE LACORDAIRE                        |          215 |       100.0 |
| AMIENS               | LYCEE SAINTE FAMILLE                    |          206 |       100.0 |
| NEUVILLE SUR SAONE   | LYCEE NOTRE DAME DE BELLEGARDE          |          204 |       100.0 |
| NEUILLY SUR SEINE    | LYCEE SAINT DOMINIQUE                   |          202 |       100.0 |
+----------------------+-----------------------------------------+--------------+-------------+
30 rows in set (0,02 sec)


A l’autre bout, dans les lycées, affichant les taux de réussite au bac les plus bas, on obtient le bottom 30 suivant:


	mysql> select ville, etablissement,sum(effectif_presents_total_series ) as effectif_ttl , round(sum((tx_brut_de_reussite_total_series /100 * effectif_presents_total_series )) / sum(effectif_presents_total_series )*100,1) as success_ttl from lycee group by 1 ,2 order by success_ttl asc  limit 30 ;
+----------------------+-----------------------------------------------------------+--------------+-------------+
| ville                | etablissement                                             | effectif_ttl | success_ttl |
+----------------------+-----------------------------------------------------------+--------------+-------------+
| PARIS 15             | LYCEE AUTOGERE                                            |           65 |        40.0 |
| ACOUA                | LYCEE DU NORD (GENERAL ET TECHNO.)                        |          404 |        51.0 |
| LES MUREAUX          | LYCEE VAUCANSON (GENERAL ET TECHNO.)                      |           46 |        52.0 |
| FORT DE FRANCE       | LYCEE DE L'UNION                                          |           45 |        56.0 |
| NANTES               | LYCEE DE BRETAGNE                                         |           38 |        58.0 |
| DEMBENI              | LYCEE DE DEMBENI (GENERAL ET TECHNO.)                     |          290 |        60.0 |
| PARIS 09             | LYCEE EDGAR QUINET (GENERAL ET TECHNO.)                   |          137 |        62.0 |
| MAMOUDZOU            | LYCEE YOUNOUSSA BAMANA                                    |          718 |        62.0 |
| DRAVEIL              | LYCEE SENART-ENSEIGNEMENT                                 |           21 |        62.0 |
| MONTPELLIER          | LYCEE INTERNAT D'EXCELLENCE                               |           35 |        63.0 |
| SOTTEVILLE LES ROUEN | LYCEE MARCEL SEMBAT                                       |          195 |        63.0 |
| ROUBAIX              | LYCEE JEAN ROSTAND                                        |           57 |        63.0 |
| LES ABYMES           | LYCEE LPO CHEVALIER DE SAINT-GEORGES (GENERAL ET TECHNO.) |          109 |        64.0 |
| LE BLANC MESNIL      | LYCEE JEAN MOULIN (GENERAL ET TECHNO.)                    |           46 |        67.0 |
| LE MEE SUR SEINE     | LYCEE GEORGE SAND                                         |          136 |        68.0 |
| ST LAURENT DU MARONI | LYCEE LUMINA SOPHIE (GENERAL ET TECHNO.)                  |          119 |        68.0 |
| ST DENIS             | LYCEE SUGER (GENERAL ET TECHNO.)                          |          177 |        69.0 |
| REVIN                | LYCEE JEAN MOULIN (GENERAL ET TECHNO.)                    |          111 |        69.0 |
| PARIS 12             | LYCEE PAUL VALERY                                         |          168 |        70.0 |
| SADA                 | LYCEE DE SADA (GENERAL ET TECHNO.)                        |          383 |        70.0 |
| BORDEAUX             | LYCEE NOTRE DAME                                          |           53 |        70.0 |
| AUBERVILLIERS        | LYCEE HENRI WALLON                                        |          218 |        70.0 |
| HEROUVILLE ST CLAIR  | LYCEE ET COLLEGE EXP                                      |           46 |        70.0 |
| GIVET                | LYCEE VAUBAN                                              |           61 |        70.0 |
| MARSEILLE 15         | LYCEE SAINT EXUPERY                                       |          412 |        70.0 |
| FOSSES               | LYCEE CHARLES BAUDELAIRE (GENERAL ET TECHNO.)             |          194 |        70.0 |
| CHIRONGUI            | LYCEE DE CHIRONGUI (GENERAL ET TECHNO.)                   |          347 |        71.0 |
| CAUDRY               | LYCEE JOSEPH MARIE JACQUARD (GENERAL ET TECHNO.)          |           78 |        71.0 |
| CAYENNE              | LYCEE MELKIOR GARRE (GENERAL ET TECHNO.)                  |          208 |        71.0 |
| AULNOYE AYMERIES     | LYCEE SAINTE JEANNE D'ARC (GENERAL ET TECHNO.)            |           35 |        71.0 |
+----------------------+-----------------------------------------------------------+--------------+-------------+
30 rows in set (0,01 sec)

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