{ "generated": "2026-09-14T16:27:35.830Z", "commitSha": "ba2ba8c5adb803cf57276b219c16c17af52bd287", "shippedDiscount": { "documented": 1, "reported": 0.55, "inferred": 0.2, "unsubstantiated": 0 }, "shippedWindow": 8, "shippedSlack": { "year": 365, "month": 92 }, "shippedWeights": { "authority": 1, "proximity": 1, "survival": 1, "brokerage": 1, "reach": 1, "influence": 1 }, "counts": { "totalPeople": 450, "scoredInfluence": 5, "scoredByKey": { "authority": 338, "proximity": 316, "survival": 338, "brokerage": 95, "reach": 450, "influence": 5 }, "influenceEdges": 19 }, "thresholds": { "sparseScored": 10, "unstableSpearman": 0.9 }, "worstByKey": { "authority": { "spearman": 0.637, "perturbation": "remove sources tier-3 established journalism" }, "proximity": { "spearman": 0.786, "perturbation": "remove sources tier-3 established journalism" }, "survival": { "spearman": 0.543, "perturbation": "snapshot 2010-01-01" }, "brokerage": { "spearman": 0.748, "perturbation": "remove sources tier-3 established journalism" }, "reach": { "spearman": 0.995, "perturbation": "snapshot 2020-01-01" }, "influence": { "spearman": 0.883, "perturbation": "remove reported-influence" }, "composite": { "spearman": 0.621, "perturbation": "snapshot 2010-01-01" } }, "worstWeight": { "spearman": 0.772, "perturbation": "weight survival 1→0 (excluded)", "key": "composite" }, "note": "C11 sparsity: influence scores only ~5 people (19 influence-family edges, but only 5 exceed the published threshold), so discount/window/slack perturbations barely move its ranking (worst Spearman 0.997 on those families) — near-zero deltas are the sparsity finding, not hidden robustness. The composite’s sensitivity comes from elsewhere: halving/doubling a single index weight moves the composite most for survival (0.77 when excluded, ~0.95 halved, ~0.91 doubled) and authority (0.78 excluded), least for influence (0.995) and brokerage (0.97 excluded). Window/slack barely move any index in allTime mode because the six indices’ core computations do not filter by time there. Removal and snapshot sensitivity (Phase 10A) is the larger finding: withdrawing the prosecution edges moves brokerage to Spearman 0.782; withdrawing tier-3 established journalism moves authority to 0.637; the 2010-01-01 snapshot diverges most at survival (0.543). Rankings that move this much under removal are resting on the removed layer, and the /rankings banner says so.", "rows": [ { "perturbation": "shipped", "family": "discount", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "documented-0.25", "family": "discount", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "documented+0.25", "family": "discount", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "reported-0.25", "family": "discount", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "reported+0.25", "family": "discount", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "inferred-0.25", "family": "discount", "key": "influence", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "ibrahim-chaibi" ], "left": [ "wassila-bourguiba" ] }, { "perturbation": "inferred+0.25", "family": "discount", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 1, "entered": [], "left": [] }, { "perturbation": "shipped", "family": "discount", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "documented-0.25", "family": "discount", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "documented+0.25", "family": "discount", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "reported-0.25", "family": "discount", "key": "composite", "spearman": 0.999, "overlap": 100, "swaps": 1, "entered": [], "left": [] }, { "perturbation": "reported+0.25", "family": "discount", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "inferred-0.25", "family": "discount", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "inferred+0.25", "family": "discount", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→4 (halved)", "family": "window", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→16 (doubled)", "family": "window", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "slack year 365→183 month 92→46 (-50%)", "family": "slack", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "slack year 365→548 month 92→138 (+50%)", "family": "slack", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→4 (halved)", "family": "window", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→16 (doubled)", "family": "window", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "slack year 365→183 month 92→46 (-50%)", "family": "slack", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "slack year 365→548 month 92→138 (+50%)", "family": "slack", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→4 (halved)", "family": "window", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→16 (doubled)", "family": "window", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "slack year 365→183 month 92→46 (-50%)", "family": "slack", "key": "survival", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "ghazi-chaouachi" ], "left": [ "youssef-chahed" ] }, { "perturbation": "slack year 365→548 month 92→138 (+50%)", "family": "slack", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→4 (halved)", "family": "window", "key": "brokerage", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→16 (doubled)", "family": "window", "key": "brokerage", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "slack year 365→183 month 92→46 (-50%)", "family": "slack", "key": "brokerage", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "slack year 365→548 month 92→138 (+50%)", "family": "slack", "key": "brokerage", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "window 8→4 (halved)", "family": "window", "key": "reach", "spearman": 1, 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proximity 1→0 (excluded)", "family": "weight", "key": "composite", "spearman": 0.877, "overlap": 72.5, "swaps": 1, "entered": [ "mohamed-aziz-bouattour", "mohamed-el-ghoul", "rejeb-khaznadar", "mustapha-khaznadar", "marouane-mabrouk", "adel-jehane", "mohamed-hajem", "mohamed-khamassi", "wided-bouchamaoui", "ridha-chalghoum", "khelifa-harroum" ], "left": [ "ali-seriati", "brahim-bertagi", "lotfi-ben-jeddou", "faouzi-elloumi", "mourad-saidane", "abdelwahab-ben-ayed", "farouk-bouasker", "ahmed-mestiri", "leila-jaffel", "najla-bouden", "habib-ben-yahia" ] }, { "perturbation": "weight proximity 1→0.5 (halved)", "family": "weight", "key": "composite", "spearman": 0.967, "overlap": 95, "swaps": 1, "entered": [ "marouane-mabrouk", "ridha-chalghoum" ], "left": [ "najla-bouden", "habib-ben-yahia" ] }, { "perturbation": "weight proximity 1→2 (doubled)", "family": "weight", "key": "composite", "spearman": 0.998, "overlap": 92.5, "swaps": 1, "entered": [ "yadh-ben-achour", "ridha-belhaj", "nadia-akacha" ], "left": [ "mohamed-habib-dhif", "hassine-gharbi", "mustapha-ben-jaafar" ] }, { "perturbation": "weight survival 1→0 (excluded)", "family": "weight", "key": "composite", "spearman": 0.772, "overlap": 47.5, "swaps": 1, "entered": [ "tahar-ben-ammar", "yadh-ben-achour", "ridha-belhaj", "hichem-mechichi", "lotfi-brahem", "habib-ammar", "abdelhamid-escheikh", "abdallah-kallel", "khaled-nouri", "kamel-feki", "chedli-neffati", "mohamed-jegham", "rafiq-belhaj-kacem", "mohamed-najem-gharsalli", "hedi-majdoub", "hichem-fourati", "rachid-sfar", "mehdi-jomaa", "mohammed-mzali", "nadia-akacha", "hassen-belkhodja" ], "left": [ "khaled-yahyaoui", "brahim-bouderbala", "nouri-ben-taous", "rached-ghannouchi", "mohamed-salah-hamdi", "othman-battikh", "abdelkarim-zbidi", "mohamed-habib-dhif", "othman-jarandi", "ali-seriati", "brahim-bertagi", "faouzi-elloumi", "mourad-saidane", "abdelwahab-ben-ayed", "farouk-bouasker", "ahmed-mestiri", "leila-jaffel", "hassine-gharbi", "najla-bouden", "habib-ben-yahia", "mustapha-ben-jaafar" ] }, { "perturbation": "weight survival 1→0.5 (halved)", "family": "weight", "key": "composite", "spearman": 0.951, "overlap": 85, "swaps": 1, "entered": [ "tahar-ben-ammar", "yadh-ben-achour", "abdallah-kallel", "habib-ammar", "ridha-belhaj", "rachid-sfar" ], "left": [ "othman-jarandi", "faouzi-elloumi", "abdelwahab-ben-ayed", "leila-jaffel", "hassine-gharbi", "mustapha-ben-jaafar" ] }, { "perturbation": "weight survival 1→2 (doubled)", "family": "weight", "key": "composite", "spearman": 0.906, "overlap": 82.5, "swaps": 0, "entered": [ "marouane-mabrouk", "abdelhamid-belati", "ridha-chalghoum", "ghazi-chaouachi", "slim-riahi", "abdessattar-ben-moussa", "ahmed-nejib-chebbi" ], "left": [ "mohamed-ennaceur", "lotfi-ben-jeddou", "mourad-saidane", "farouk-bouasker", "ahmed-mestiri", "najla-bouden", "habib-ben-yahia" ] }, { "perturbation": "weight brokerage 1→0 (excluded)", "family": "weight", "key": "composite", "spearman": 0.967, "overlap": 97.5, "swaps": 1, "entered": [ "chokri-riahi" ], "left": [ "mustapha-ben-jaafar" ] }, { "perturbation": "weight brokerage 1→0.5 (halved)", "family": "weight", "key": "composite", "spearman": 0.992, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "weight brokerage 1→2 (doubled)", "family": "weight", "key": "composite", "spearman": 0.99, "overlap": 95, "swaps": 2, "entered": [ "marouane-mabrouk", "tahar-ben-ammar" ], "left": [ "habib-ben-yahia", "mustapha-ben-jaafar" ] }, { "perturbation": "weight reach 1→0 (excluded)", "family": "weight", "key": "composite", "spearman": 0.941, "overlap": 95, "swaps": 1, "entered": [ "chokri-riahi", "marouane-mabrouk" ], "left": [ "farouk-bouasker", "habib-ben-yahia" ] }, { "perturbation": "weight reach 1→0.5 (halved)", "family": "weight", "key": "composite", "spearman": 0.979, "overlap": 97.5, "swaps": 1, "entered": [ "chokri-riahi" ], "left": [ "habib-ben-yahia" ] }, { "perturbation": "weight reach 1→2 (doubled)", "family": "weight", "key": "composite", "spearman": 0.972, "overlap": 95, "swaps": 2, "entered": [ "najet-jaouadi", "ridha-chalghoum" ], "left": [ "najla-bouden", "mustapha-ben-jaafar" ] }, { "perturbation": "weight influence 1→0 (excluded)", "family": "weight", "key": "composite", "spearman": 0.995, "overlap": 100, "swaps": 1, "entered": [], "left": [] }, { "perturbation": "weight influence 1→0.5 (halved)", "family": "weight", "key": "composite", "spearman": 0.999, "overlap": 100, "swaps": 1, "entered": [], "left": [] }, { "perturbation": "weight influence 1→2 (doubled)", "family": "weight", "key": "composite", "spearman": 0.995, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove allegation", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove allegation", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove allegation", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove allegation", "family": "edge-removal", "key": "brokerage", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove allegation", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove allegation", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove allegation", "family": "edge-removal", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove appointment", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove appointment", "family": "edge-removal", "key": "proximity", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "ali-chebbi" ], "left": [ "yadh-ben-achour" ] }, { "perturbation": "remove appointment", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove appointment", "family": "edge-removal", "key": "brokerage", "spearman": 0.988, "overlap": 97.5, "swaps": 3, "entered": [ "ahmed-mestiri" ], "left": [ "mehdi-jomaa" ] }, { "perturbation": "remove appointment", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove appointment", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove appointment", "family": "edge-removal", "key": "composite", "spearman": 0.981, "overlap": 97.5, "swaps": 0, "entered": [ "marouane-mabrouk" ], "left": [ 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}, { "perturbation": "remove board", "family": "edge-removal", "key": "composite", "spearman": 0.998, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove business", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove business", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove business", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove business", "family": "edge-removal", "key": "brokerage", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove business", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove business", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove business", "family": "edge-removal", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove diplomatic", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove diplomatic", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove diplomatic", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove diplomatic", "family": "edge-removal", "key": "brokerage", "spearman": 0.976, "overlap": 97.5, "swaps": 2, "entered": [ "ahmed-ben-salah" ], "left": [ "ridha-belhaj" ] }, { "perturbation": "remove diplomatic", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove diplomatic", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove diplomatic", "family": "edge-removal", "key": "composite", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "marouane-mabrouk" ], "left": [ "mustapha-ben-jaafar" ] }, { "perturbation": "remove family", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove family", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove family", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove family", "family": "edge-removal", "key": "brokerage", "spearman": 0.984, "overlap": 90, "swaps": 1, "entered": [ "ahmed-ben-salah", "ahmed-mestiri", "naoufel-saied", "leila-jaffel" ], "left": [ "nesrine-ben-ali", "sakher-el-materi", "cyrine-ben-ali", "hichem-mechichi" ] }, { "perturbation": "remove family", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove family", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove family", "family": "edge-removal", "key": "composite", "spearman": 0.998, "overlap": 97.5, "swaps": 0, "entered": [ "chokri-riahi" ], "left": [ "faouzi-elloumi" ] }, { "perturbation": "remove institutional", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove institutional", "family": "edge-removal", "key": "proximity", "spearman": 0.999, "overlap": 97.5, "swaps": 0, "entered": [ "ali-chebbi" ], "left": [ "abdallah-farhat" ] }, { "perturbation": "remove institutional", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove institutional", "family": "edge-removal", "key": "brokerage", "spearman": 0.877, "overlap": 85, "swaps": 4, "entered": [ "ahmed-ben-salah", "nabil-baffoun", "farouk-bouasker", "habib-boulares", "ahmed-mestiri", "mohamed-ghannouchi" ], "left": [ "tahar-ben-ammar", "abdelwahab-ben-ayed", "aziz-miled", "zied-krichen", "sara-zaafarani", "zouheir-mejri" ] }, { "perturbation": "remove institutional", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove institutional", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove institutional", "family": "edge-removal", "key": "composite", "spearman": 0.98, "overlap": 97.5, "swaps": 1, "entered": [ "chokri-riahi" ], "left": [ "abdelwahab-ben-ayed" ] }, { "perturbation": "remove ownership", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove ownership", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove ownership", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove ownership", "family": "edge-removal", "key": "brokerage", "spearman": 0.908, "overlap": 85, "swaps": 3, "entered": [ "ahmed-ben-salah", "ahmed-mestiri", "mongi-slim", "habib-bourguiba-jr", "leila-jaffel", "habib-boulares" ], "left": [ "aziz-miled", "nesrine-ben-ali", "sakher-el-materi", "sarra-rejeb", "hamadi-jebali", "mehdi-jomaa" ] }, { "perturbation": "remove ownership", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove ownership", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove ownership", "family": "edge-removal", "key": "composite", "spearman": 0.993, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove party", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove party", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove party", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove party", "family": "edge-removal", "key": "brokerage", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "ahmed-mestiri" ], "left": [ "zouheir-mejri" ] }, { "perturbation": "remove party", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove party", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove party", "family": "edge-removal", "key": "composite", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-alliance", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-alliance", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-alliance", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-alliance", "family": "edge-removal", "key": "brokerage", "spearman": 0.993, "overlap": 97.5, "swaps": 2, "entered": [ "ahmed-ben-salah" ], "left": [ "zouheir-mejri" ] }, { "perturbation": "remove political-alliance", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-alliance", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-alliance", "family": "edge-removal", "key": "composite", "spearman": 0.999, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-conflict", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-conflict", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-conflict", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-conflict", "family": "edge-removal", "key": "brokerage", "spearman": 0.985, "overlap": 97.5, "swaps": 2, "entered": [ "ahmed-mestiri" ], "left": [ "hichem-mechichi" ] }, { "perturbation": "remove political-conflict", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-conflict", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove political-conflict", "family": "edge-removal", "key": "composite", "spearman": 0.974, "overlap": 97.5, "swaps": 2, "entered": [ "marouane-mabrouk" ], "left": [ "mustapha-ben-jaafar" ] }, { "perturbation": "remove prosecution", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove prosecution", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove prosecution", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove prosecution", "family": "edge-removal", "key": "brokerage", "spearman": 0.782, "overlap": 87.5, "swaps": 2, "entered": [ "najet-jaouadi", "ahmed-ben-salah", "leila-jaffel", "ahmed-mestiri", "mohamed-ghannouchi" ], "left": [ "ayachi-hammami", "kamel-eltaief", "ali-seriati", "ridha-belhaj", "kamel-guizani" ] }, { "perturbation": "remove prosecution", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove prosecution", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove prosecution", "family": "edge-removal", "key": "composite", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "najet-jaouadi" ], "left": [ "mustapha-ben-jaafar" ] }, { "perturbation": "remove reported-influence", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove reported-influence", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove reported-influence", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove reported-influence", "family": "edge-removal", "key": "brokerage", "spearman": 0.907, "overlap": 95, "swaps": 4, "entered": [ "ahmed-mestiri", "ahmed-ben-salah" ], "left": [ "hamadi-jebali", "mehdi-jomaa" ] }, { "perturbation": "remove reported-influence", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove reported-influence", "family": "edge-removal", "key": "influence", "spearman": 0.883, "overlap": 90, "swaps": 0, "entered": [ "ibrahim-chaibi", "ali-chebbi", "jalloul-jeribi", "boubaker-el-akhzouri" ], "left": [ "khaled-yahyaoui", "kamel-eltaief", "mohamed-habib-dhif", "wassila-bourguiba" ] }, { "perturbation": "remove reported-influence", "family": "edge-removal", "key": "composite", "spearman": 0.988, "overlap": 97.5, "swaps": 1, "entered": [ "marouane-mabrouk" ], "left": [ "mustapha-ben-jaafar" ] }, { "perturbation": "remove security", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove security", "family": "edge-removal", "key": "proximity", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "ali-chebbi" ], "left": [ "kamel-akrout" ] }, { "perturbation": "remove security", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove security", "family": "edge-removal", "key": "brokerage", "spearman": 0.989, "overlap": 95, "swaps": 1, "entered": [ "habib-boulares", "ahmed-mestiri" ], "left": [ "kamel-guizani", "mehdi-jomaa" ] }, { "perturbation": "remove security", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove security", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove security", "family": "edge-removal", "key": "composite", "spearman": 0.997, "overlap": 100, "swaps": 1, "entered": [], "left": [] }, { "perturbation": "remove succession", "family": "edge-removal", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove succession", "family": "edge-removal", "key": "proximity", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove succession", "family": "edge-removal", "key": "survival", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove succession", "family": "edge-removal", "key": "brokerage", "spearman": 0.992, "overlap": 100, "swaps": 1, "entered": [], "left": [] }, { "perturbation": "remove succession", "family": "edge-removal", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove succession", "family": "edge-removal", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove succession", "family": "edge-removal", "key": "composite", "spearman": 0.999, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-1-2 primary/institutional", "family": "source-family", "key": "authority", "spearman": 0.966, "overlap": 90, "swaps": 0, "entered": [ "abdelhamid-escheikh", "lotfi-brahem", "kamel-feki", "khaled-nouri" ], "left": [ "fouad-mebazaa", "moncef-marzouki", "beji-caid-essebsi", "ali-laarayedh" ] }, { "perturbation": "remove sources tier-1-2 primary/institutional", "family": "source-family", "key": "proximity", "spearman": 0.923, "overlap": 82.5, "swaps": 1, "entered": [ "ali-chebbi", "ghazi-jeribi", "taieb-mehiri", "hedi-khefacha", "ahmed-mestiri", "tahar-belkhodja", "habib-ammar" ], "left": [ "moncef-marzouki", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "elyes-fakhfakh", "najla-bouden", "ahmed-hachani" ] }, { "perturbation": "remove sources tier-1-2 primary/institutional", "family": "source-family", "key": "survival", "spearman": 0.94, "overlap": 87.5, "swaps": 0, "entered": [ "ghazi-chaouachi", "maya-jribi", "zouhair-maghzaoui", "slim-riahi", "lotfi-mraihi" ], "left": [ "moncef-marzouki", "beji-caid-essebsi", "youssef-chahed", "mohamed-hajem", "kamel-akrout" ] }, { "perturbation": "remove sources tier-1-2 primary/institutional", "family": "source-family", "key": "brokerage", "spearman": 0.785, "overlap": 82.5, "swaps": 5, "entered": [ "lotfi-brahem", "ahmed-mestiri", "khaled-yahyaoui", "abdallah-kallel", "habib-boulares", "ahmed-ben-salah", "leila-jaffel" ], "left": [ "nesrine-ben-ali", "sakher-el-materi", "fadhel-abdelkefi", "ali-seriati", "ridha-belhaj", "hamadi-jebali", "mehdi-jomaa" ] }, { "perturbation": "remove sources tier-1-2 primary/institutional", "family": "source-family", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-1-2 primary/institutional", "family": "source-family", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-1-2 primary/institutional", "family": "source-family", "key": "composite", "spearman": 0.894, "overlap": 82.5, "swaps": 2, "entered": [ "marouane-mabrouk", "najet-jaouadi", "sadok-mokaddem", "ridha-chalghoum", "ahmed-nejib-chebbi", "abdelhamid-belati", "abdallah-kallel" ], "left": [ "moncef-marzouki", "fouad-mebazaa", "youssef-chahed", "ali-laarayedh", "habib-essid", "mourad-saidane", "najla-bouden" ] }, { "perturbation": "remove sources tier-3 established journalism", "family": "source-family", "key": "authority", "spearman": 0.637, "overlap": 42.5, "swaps": 0, "entered": [ "abdelhamid-escheikh", "lotfi-brahem", "khaled-nouri", "mohamed-najem-gharsalli", "hedi-majdoub", "hichem-fourati", "tawfik-charfeddine", "mohamed-habib-dhif", "bahi-ladgham", "hedi-baccouche", "hamadi-jebali", "mehdi-jomaa", "youssef-chahed", "elyes-fakhfakh", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani", "hedi-nouira", "ali-seriati", "mohamed-ali-ganzoui", "abderrahmane-belhaj-ali", "abdessatar-bennour" ], "left": [ "kais-saied", "rejeb-khaznadar", "moustapha-khodja", "mohamed-larbi-zarrouk", "hussein-khodja", "shakir-saheb-ettabaa", "hayreddin-pasha", "mohammed-khaznadar", "mustapha-ben-ismail", "mohamed-aziz-bouattour", "mhamed-djellouli", "youssef-djait", "taieb-djellouli", "mustapha-dinguizli", "khelil-bouhageb", "hedi-lakhoua", "mohamed-chenik", "slaheddine-baccouche", "mustapha-kaak", "mohamed-salah-mzali", "tahar-ben-ammar", "ghazi-jeribi", "ahmed-mestiri" ] }, { "perturbation": "remove sources tier-3 established journalism", "family": "source-family", "key": "proximity", "spearman": 0.786, "overlap": 67.5, "swaps": 1, "entered": [ "ali-chebbi", "taieb-mehiri", "hedi-khefacha", "tahar-belkhodja", "habib-ammar", "abdelhamid-escheikh", "ali-seriati", "mohamed-ali-ganzoui", "abderrahmane-belhaj-ali", "lotfi-brahem", "khaled-nouri", "khaled-shili", "mohamed-najem-gharsalli" ], "left": [ "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "hassen-belkhodja", "hedi-mabrouk", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "slaheddine-baly" ] }, { "perturbation": "remove sources tier-3 established journalism", "family": "source-family", "key": "survival", "spearman": 0.757, "overlap": 72.5, "swaps": 0, "entered": [ "ghazi-chaouachi", "maya-jribi", "zouhair-maghzaoui", "slim-riahi", "lotfi-mraihi", "seifeddine-makhlouf", "tarak-cherif", "abdelmajid-ezzar", "anas-hmaidi", "jamel-msallem", "othman-battikh" ], "left": [ "mustapha-ben-jaafar", "kais-saied", "marouane-abassi", "nouri-ben-taous", "khaled-yahyaoui", "rached-ghannouchi", "mohsen-marzouk", "abir-moussi", "nabil-karoui", "abdelwahab-ben-ayed", "habib-benhadj-kouider" ] }, { "perturbation": "remove sources tier-3 established journalism", "family": "source-family", "key": "brokerage", "spearman": 0.748, "overlap": 55, "swaps": 3, "entered": [ "issam-chebbi", "abdessattar-ben-moussa", "kamel-akrout", "mohamed-salah-hamdi", "faouzi-elloumi", "dorsaf-ben-ali", "yadh-ben-achour", "chawki-tabib", "slim-riahi", "lotfi-mraihi", "abdelaziz-makhloufi", "najet-jaouadi", "mohamed-abbou", "ghazi-chaouachi", "sami-hichri", "mourad-saidane", "habib-ammar", "lotfi-brahem" ], "left": [ "tahar-ben-ammar", "nabil-karoui", "abdelwahab-ben-ayed", "rached-ghannouchi", "aziz-miled", "hedi-nouira", "ismail-khelil", "rafik-abdessalem", "rachid-sfar", "ayachi-hammami", "kamel-eltaief", "ghazi-jeribi", "sarra-rejeb", "cyrine-ben-ali", "fadhel-abdelkefi", "sara-zaafarani", "kamel-guizani", "kamel-morjane" ] }, { "perturbation": "remove sources tier-3 established journalism", "family": "source-family", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-3 established journalism", "family": "source-family", "key": "influence", "spearman": 0.996, "overlap": 97.5, "swaps": 0, "entered": [ "ibrahim-chaibi" ], "left": [ "khaled-yahyaoui" ] }, { "perturbation": "remove sources tier-3 established journalism", "family": "source-family", "key": "composite", "spearman": 0.828, "overlap": 65, "swaps": 1, "entered": [ "marouane-mabrouk", "najet-jaouadi", "ridha-belhaj", "abdessattar-ben-moussa", "abdelhamid-belati", "ahmed-nejib-chebbi", "ghazi-chaouachi", "slim-riahi", "rachid-ammar", "habib-ammar", "mustapha-kamel-tarzi", "kamel-jendoubi", "hichem-fourati", "yadh-ben-achour" ], "left": [ "kais-saied", "kamel-morjane", "nabil-karoui", "khaled-yahyaoui", "nouri-ben-taous", "rached-ghannouchi", "abdelkarim-zbidi", "mohamed-ghannouchi", "brahim-bertagi", "lotfi-ben-jeddou", "abdelwahab-ben-ayed", "ahmed-mestiri", "habib-ben-yahia", "mustapha-ben-jaafar" ] }, { "perturbation": "remove sources tier-4 regional media", "family": "source-family", "key": "authority", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-4 regional media", "family": "source-family", "key": "proximity", "spearman": 0.994, "overlap": 95, "swaps": 0, "entered": [ "ali-chebbi", "ghazi-jeribi" ], "left": [ "yadh-ben-achour", "hedi-baccouche" ] }, { "perturbation": "remove sources tier-4 regional media", "family": "source-family", "key": "survival", "spearman": 0.967, "overlap": 80, "swaps": 0, "entered": [ "maya-jribi", "zouhair-maghzaoui", "slim-riahi", "lotfi-mraihi", "seifeddine-makhlouf", "tarak-cherif", "abdelmajid-ezzar", "anas-hmaidi" ], "left": [ "hassine-gharbi", "khelifa-harroum", "mohamed-salah-hamdi", "nouri-lajmi", "nejib-ktari", "abdessalem-mehdi-grissiaa", "brahim-bouderbala", "noureddine-taboubi" ] }, { "perturbation": "remove sources tier-4 regional media", "family": "source-family", "key": "brokerage", "spearman": 0.876, "overlap": 82.5, "swaps": 3, "entered": [ "ghazi-chaouachi", "ahmed-mestiri", "ahmed-ben-salah", "mongi-slim", "habib-bourguiba-jr", "leila-jaffel", "habib-boulares" ], "left": [ "brahim-bouderbala", "zied-krichen", "rafik-abdessalem", "sara-zaafarani", "hamadi-jebali", "mehdi-jomaa", "zouheir-mejri" ] }, { "perturbation": "remove sources tier-4 regional media", "family": "source-family", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-4 regional media", "family": "source-family", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-4 regional media", "family": "source-family", "key": "composite", "spearman": 0.986, "overlap": 90, "swaps": 1, "entered": [ "marouane-mabrouk", "chokri-riahi", "sadok-mokaddem", "ridha-chalghoum" ], "left": [ "brahim-bouderbala", "mohamed-salah-hamdi", "faouzi-elloumi", "hassine-gharbi" ] }, { "perturbation": "remove sources tier-5 leads", "family": "source-family", "key": "authority", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "lotfi-brahem" ], "left": [ "mohamed-ennaceur" ] }, { "perturbation": "remove sources tier-5 leads", "family": "source-family", "key": "proximity", "spearman": 0.997, "overlap": 97.5, "swaps": 0, "entered": [ "ali-chebbi" ], "left": [ "mohamed-ennaceur" ] }, { "perturbation": "remove sources tier-5 leads", "family": "source-family", "key": "survival", "spearman": 0.997, "overlap": 92.5, "swaps": 0, "entered": [ "ghazi-chaouachi", "maya-jribi", "zouhair-maghzaoui" ], "left": [ "kamel-morjane", "brahim-bouderbala", "issam-chebbi" ] }, { "perturbation": "remove sources tier-5 leads", "family": "source-family", "key": "brokerage", "spearman": 0.861, "overlap": 92.5, "swaps": 2, "entered": [ "maya-jribi", "ahmed-mestiri", "lotfi-brahem" ], "left": [ "kamel-morjane", "hamadi-jebali", "mehdi-jomaa" ] }, { "perturbation": "remove sources tier-5 leads", "family": "source-family", "key": "reach", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-5 leads", "family": "source-family", "key": "influence", "spearman": 1, "overlap": 100, "swaps": 0, "entered": [], "left": [] }, { "perturbation": "remove sources tier-5 leads", "family": "source-family", "key": "composite", "spearman": 0.969, "overlap": 92.5, "swaps": 1, "entered": [ "marouane-mabrouk", "chokri-riahi", "najet-jaouadi" ], "left": [ "kamel-morjane", "mohamed-ennaceur", "mustapha-ben-jaafar" ] }, { "perturbation": "snapshot 1990-01-01", "family": "snapshot", "key": "authority", "spearman": 0.85, "overlap": 11.8, "swaps": 0, "entered": [ "chedli-neffati", "hamed-karoui", "slaheddine-baly", "abdelhamid-el-fehri", "mohamed-chadhli-cherif", "abderrahmane-belhaj-ali", "abdelhamid-escheikh", "ismail-khelil", "mohamed-ghannouchi", "rached-ghannouchi", "mustapha-bouaziz", "kacem-bousnina", "ahmed-nejib-chebbi", "abdelwahab-ben-ayed", "faouzi-elloumi" ], "left": [ "bourguiba", "fouad-mebazaa", "beji-caid-essebsi", "kais-saied", "mohamed-ennaceur", "rejeb-khaznadar", "moustapha-khodja", "youssef-saheb-ettabaa", "mohamed-larbi-zarrouk", "hussein-khodja", "shakir-saheb-ettabaa", "mustapha-saheb-ettabaa", "mustapha-khaznadar", "hayreddin-pasha", "mohammed-khaznadar", "mustapha-ben-ismail", "mohamed-aziz-bouattour", "mhamed-djellouli", "youssef-djait", "taieb-djellouli", "mustapha-dinguizli", "khelil-bouhageb", "hedi-lakhoua", "mohamed-chenik", "slaheddine-baccouche", "mustapha-kaak", "mohamed-salah-mzali", "tahar-ben-ammar", "rachid-ammar", "ali-laarayedh", "habib-essid", "hichem-mechichi", "ghazi-jeribi", "taieb-mehiri", "hedi-khefacha", "ahmed-mestiri", "tahar-belkhodja", "habib-ammar" ] }, { "perturbation": "snapshot 1990-01-01", "family": "snapshot", "key": "proximity", "spearman": 0.92, "overlap": 11.8, "swaps": 0, "entered": [ "abdelhamid-escheikh", "abderrahmane-belhaj-ali", "chedli-neffati", "hamed-karoui", "mustapha-bouaziz", "abdelwahab-ben-ayed", "kacem-bousnina", "mohamed-ghannouchi", "abdelhamid-el-fehri", "mohamed-chadhli-cherif", "ismail-khelil", "rached-ghannouchi", "faouzi-elloumi", "ahmed-nejib-chebbi" ], "left": [ "bourguiba", "fouad-mebazaa", "beji-caid-essebsi", "kais-saied", "kamel-akrout", "selma-elloumi", "yadh-ben-achour", "mohamed-ennaceur", "nadia-akacha", "ridha-belhaj", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "youssef-chahed", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani" ] }, { "perturbation": "snapshot 1990-01-01", "family": "snapshot", "key": "survival", "spearman": 0.98, "overlap": 17.6, "swaps": 0, "entered": [ "ahmed-nejib-chebbi", "mohamed-ghannouchi", "abdelhamid-el-fehri", "hamed-karoui", "mohamed-chadhli-cherif", "slaheddine-baly", "ismail-khelil", "abdelhamid-escheikh", "chedli-neffati", "kacem-bousnina", "mustapha-bouaziz" ], "left": [ "mustapha-ben-jaafar", "beji-caid-essebsi", "kais-saied", "youssef-chahed", "hassine-gharbi", "khelifa-harroum", "kamel-morjane", "othman-jarandi", "marouane-abassi", "mohamed-salah-hamdi", "mohamed-el-ghoul", "adel-jehane", "mohamed-hajem", "abdelhamid-belati", "nouri-ben-taous", "kamel-akrout", "mohamed-habib-dhif", "khaled-yahyaoui", "mohsen-marzouk", "abir-moussi", "nabil-karoui", "marouane-mabrouk", "selma-elloumi", "nouri-lajmi", "sami-essid", "sami-fehri", "noureddine-boutar", "taoufik-habaieb", "nejib-ktari", "abdessalem-mehdi-grissiaa", "brahim-bouderbala", "noureddine-taboubi", "habib-benhadj-kouider", "issam-chebbi" ] }, { "perturbation": "snapshot 1990-01-01", "family": "snapshot", "key": "brokerage", "spearman": 0.777, "overlap": 23.5, "swaps": 0, "entered": [ "slaheddine-baly", "abdelhamid-escheikh", "abderrahmane-belhaj-ali", "chedli-neffati", "mohamed-ghannouchi", "hamed-karoui", "mustapha-bouaziz", "faouzi-elloumi", "kacem-bousnina", "abdelhamid-el-fehri", "mohamed-chadhli-cherif" ], "left": [ "bourguiba", "mohamed-ennaceur", "marouane-mabrouk", "tahar-ben-ammar", "kais-saied", "nabil-karoui", "youssef-chahed", "beji-caid-essebsi", "ali-laarayedh", "aziz-miled", "brahim-bouderbala", "hedi-nouira", "fouad-mebazaa", "nesrine-ben-ali", "zied-krichen", "sakher-el-materi", "rafik-abdessalem", "selma-elloumi", "rachid-sfar", "ayachi-hammami", "kamel-eltaief", "ghazi-jeribi", "sarra-rejeb", "cyrine-ben-ali", "fadhel-abdelkefi", "ali-seriati", "sara-zaafarani", "ridha-belhaj", "kamel-guizani", "kamel-morjane", "hamadi-jebali", "mehdi-jomaa", "hichem-mechichi", "zouheir-mejri" ] }, { "perturbation": "snapshot 1990-01-01", "family": "snapshot", "key": "reach", "spearman": 1, "overlap": 5.9, "swaps": 0, "entered": [ "mohamed-ghannouchi", "ismail-khelil", "faouzi-elloumi", "ahmed-nejib-chebbi", "moncef-marzouki", "hamed-karoui", "mustapha-bouaziz", "rached-ghannouchi", "abdelwahab-ben-ayed", "kacem-bousnina", "abdelhamid-el-fehri", "mohamed-chadhli-cherif" ], "left": [ "hassen-belkhodja", "kamel-morjane", "nabil-karoui", "sakher-el-materi", "abdelwahab-abdallah", "sihem-bensedrine", "bochra-belhaj-hmida", "ayachi-hammami", "chokri-belaid", "mohammed-mzali", "rachid-sfar", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hedi-mabrouk", "mahmoud-mestiri", "bechir-mhedhbi", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "hichem-mechichi", "habib-ammar", "lotfi-brahem", "kamel-feki", "khaled-nouri", "khaled-shili", "abdallah-kallel", "mohamed-jegham", "rafiq-belhaj-kacem", "mohamed-naceur-ghannouchi", "mohamed-najem-gharsalli", "lotfi-ben-jeddou", "hedi-majdoub" ] }, { "perturbation": "snapshot 1990-01-01", "family": "snapshot", "key": "influence", "spearman": 0.896, "overlap": 11.8, "swaps": 0, "entered": [ "abdelhamid-escheikh", "abderrahmane-belhaj-ali", "chedli-neffati", "mohamed-ghannouchi", "ismail-khelil", "hamed-karoui", "mustapha-bouaziz", "rached-ghannouchi", "faouzi-elloumi", "abdelwahab-ben-ayed", "ahmed-nejib-chebbi", "kacem-bousnina", "abdelhamid-el-fehri", "mohamed-chadhli-cherif" ], "left": [ "kais-saied", "khaled-yahyaoui", "kamel-eltaief", "mohamed-habib-dhif", "wassila-bourguiba", "bourguiba", "fouad-mebazaa", "mustapha-ben-jaafar", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "beji-caid-essebsi", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "youssef-chahed", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani", "ahmed-bouhali" ] }, { "perturbation": "snapshot 1990-01-01", "family": "snapshot", "key": "composite", "spearman": 0.822, "overlap": 17.6, "swaps": 0, "entered": [ "hamed-karoui", "chedli-neffati", "abdelhamid-escheikh", "ahmed-nejib-chebbi", "abdelhamid-el-fehri", "mustapha-bouaziz", "mohamed-chadhli-cherif", "kacem-bousnina", "slaheddine-baly", "ismail-khelil" ], "left": [ "kais-saied", "bourguiba", "beji-caid-essebsi", "fouad-mebazaa", "kamel-akrout", "selma-elloumi", "kamel-morjane", "mohamed-ennaceur", "youssef-chahed", "nabil-karoui", "khaled-yahyaoui", "brahim-bouderbala", "hedi-nouira", "tawfik-charfeddine", "ali-laarayedh", "nouri-ben-taous", "mohamed-salah-hamdi", "othman-battikh", "abdelkarim-zbidi", "habib-essid", "mohamed-habib-dhif", "othman-jarandi", "ali-seriati", "brahim-bertagi", "lotfi-ben-jeddou", "mourad-saidane", "farouk-bouasker", "ahmed-mestiri", "leila-jaffel", "hassine-gharbi", "najla-bouden", "habib-ben-yahia", "mustapha-ben-jaafar" ] }, { "perturbation": "snapshot 2000-01-01", "family": "snapshot", "key": "authority", "spearman": 0.998, "overlap": 10, "swaps": 0, "entered": [ "mohamed-ghannouchi", "ali-seriati", "mohamed-ali-ganzoui", "abdelhamid-el-fehri", "mohamed-chadhli-cherif", "abderrahmane-belhaj-ali", "mohamed-baji-hamda", "habib-ben-yahia", "jalloul-jeribi", "taoufik-baccar", "rached-ghannouchi", "bechir-tekkari", "mustapha-ben-jaafar", "ahmed-nejib-chebbi", "marouane-mabrouk", "abdelwahab-ben-ayed", "selma-elloumi", "faouzi-elloumi" ], "left": [ "bourguiba", "moncef-marzouki", "beji-caid-essebsi", "kais-saied", "mohamed-ennaceur", "rejeb-khaznadar", "moustapha-khodja", "youssef-saheb-ettabaa", "mohamed-larbi-zarrouk", "hussein-khodja", "shakir-saheb-ettabaa", "mustapha-saheb-ettabaa", "mustapha-khaznadar", "hayreddin-pasha", "mohammed-khaznadar", "mustapha-ben-ismail", "mohamed-aziz-bouattour", "mhamed-djellouli", "youssef-djait", "taieb-djellouli", "mustapha-dinguizli", "khelil-bouhageb", "hedi-lakhoua", "mohamed-chenik", "slaheddine-baccouche", "mustapha-kaak", "mohamed-salah-mzali", "tahar-ben-ammar", "rachid-ammar", "ali-laarayedh", "habib-essid", "hichem-mechichi", "ghazi-jeribi", "taieb-mehiri", "hedi-khefacha", "ahmed-mestiri", "tahar-belkhodja", "habib-ammar" ] }, { "perturbation": "snapshot 2000-01-01", "family": "snapshot", "key": "proximity", "spearman": 0.833, "overlap": 15, "swaps": 0, "entered": [ "mohamed-ali-ganzoui", "abderrahmane-belhaj-ali", "mohamed-ghannouchi", "bechir-tekkari", "habib-ben-yahia", "abdelwahab-ben-ayed", "jalloul-jeribi", "ali-seriati", "taoufik-baccar", "marouane-mabrouk", "abdelhamid-el-fehri", "mohamed-chadhli-cherif", "mustapha-ben-jaafar", "mohamed-baji-hamda", "rached-ghannouchi", "faouzi-elloumi", "ahmed-nejib-chebbi" ], "left": [ "bourguiba", "moncef-marzouki", "beji-caid-essebsi", "kais-saied", "kamel-akrout", "yadh-ben-achour", "mohamed-ennaceur", "nadia-akacha", "ridha-belhaj", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "slaheddine-baly", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "youssef-chahed", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani" ] }, { "perturbation": "snapshot 2000-01-01", "family": "snapshot", "key": "survival", "spearman": 0.987, "overlap": 15, "swaps": 0, "entered": [ "ahmed-nejib-chebbi", "fouad-mebazaa", "ali-seriati", "mohamed-ghannouchi", "abdelhamid-el-fehri", "habib-ben-yahia", "taoufik-baccar", "mohamed-baji-hamda", "mohamed-chadhli-cherif", "bechir-tekkari", "mohamed-ali-ganzoui", "jalloul-jeribi" ], "left": [ "moncef-marzouki", "beji-caid-essebsi", "kais-saied", "youssef-chahed", "hassine-gharbi", "khelifa-harroum", "kamel-morjane", "othman-jarandi", "marouane-abassi", "mohamed-salah-hamdi", "mohamed-el-ghoul", "adel-jehane", "mohamed-hajem", "abdelhamid-belati", "nouri-ben-taous", "kamel-akrout", "mohamed-habib-dhif", "khaled-yahyaoui", "mohsen-marzouk", "abir-moussi", "nabil-karoui", "nouri-lajmi", "sami-essid", "sami-fehri", "noureddine-boutar", "taoufik-habaieb", "nejib-ktari", "abdessalem-mehdi-grissiaa", "brahim-bouderbala", "noureddine-taboubi", "habib-benhadj-kouider", "issam-chebbi" ] }, { "perturbation": "snapshot 2000-01-01", "family": "snapshot", "key": "brokerage", "spearman": 0.763, "overlap": 25, "swaps": 0, "entered": [ "mustapha-ben-jaafar", "jalloul-jeribi", "mohamed-ali-ganzoui", "abderrahmane-belhaj-ali", "mohamed-ghannouchi", "taoufik-baccar", "mohamed-baji-hamda", "bechir-tekkari", "faouzi-elloumi", "habib-ben-yahia", "abdelhamid-el-fehri", "mohamed-chadhli-cherif" ], "left": [ "bourguiba", "mohamed-ennaceur", "moncef-marzouki", "tahar-ben-ammar", "kais-saied", "nabil-karoui", "youssef-chahed", "beji-caid-essebsi", "ali-laarayedh", "aziz-miled", "brahim-bouderbala", "hedi-nouira", "nesrine-ben-ali", "ismail-khelil", "zied-krichen", "sakher-el-materi", "rafik-abdessalem", "rachid-sfar", "ayachi-hammami", "kamel-eltaief", "ghazi-jeribi", "sarra-rejeb", "cyrine-ben-ali", "fadhel-abdelkefi", "sara-zaafarani", "ridha-belhaj", "kamel-guizani", "kamel-morjane", "hamadi-jebali", "mehdi-jomaa", "hichem-mechichi", "zouheir-mejri" ] }, { "perturbation": "snapshot 2000-01-01", "family": "snapshot", "key": "reach", "spearman": 1, "overlap": 5, "swaps": 0, "entered": [ "mohamed-ghannouchi", "selma-elloumi", "faouzi-elloumi", "habib-ben-yahia", "ahmed-nejib-chebbi", "fouad-mebazaa", "mustapha-ben-jaafar", "jalloul-jeribi", "ali-seriati", "mohamed-ali-ganzoui", "taoufik-baccar", "mohamed-baji-hamda", "bechir-tekkari", "rached-ghannouchi", "marouane-mabrouk", "abdelwahab-ben-ayed", "abdelhamid-el-fehri", "mohamed-chadhli-cherif" ], "left": [ "hassen-belkhodja", "kamel-morjane", "nabil-karoui", "sakher-el-materi", "abdelwahab-abdallah", "sihem-bensedrine", "bochra-belhaj-hmida", "ayachi-hammami", "chokri-belaid", "mohammed-mzali", "rachid-sfar", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hedi-mabrouk", "mahmoud-mestiri", "bechir-mhedhbi", "slaheddine-baly", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "hichem-mechichi", "habib-ammar", "abdelhamid-escheikh", "lotfi-brahem", "kamel-feki", "khaled-nouri", "khaled-shili", "chedli-neffati", "abdallah-kallel", "mohamed-jegham", "rafiq-belhaj-kacem", "mohamed-naceur-ghannouchi", "mohamed-najem-gharsalli", "lotfi-ben-jeddou", "hedi-majdoub" ] }, { "perturbation": "snapshot 2000-01-01", "family": "snapshot", "key": "influence", "spearman": 0.909, "overlap": 15, "swaps": 0, "entered": [ "jalloul-jeribi", "ali-seriati", "mohamed-ali-ganzoui", "abderrahmane-belhaj-ali", "mohamed-ghannouchi", "taoufik-baccar", "mohamed-baji-hamda", "bechir-tekkari", "rached-ghannouchi", "marouane-mabrouk", "selma-elloumi", "faouzi-elloumi", "habib-ben-yahia", "abdelwahab-ben-ayed", "ahmed-nejib-chebbi", "abdelhamid-el-fehri", "mohamed-chadhli-cherif" ], "left": [ "kais-saied", "khaled-yahyaoui", "kamel-eltaief", "mohamed-habib-dhif", "wassila-bourguiba", "bourguiba", "moncef-marzouki", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "slaheddine-baly", "beji-caid-essebsi", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "youssef-chahed", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani", "ahmed-bouhali" ] }, { "perturbation": "snapshot 2000-01-01", "family": "snapshot", "key": "composite", "spearman": 0.818, "overlap": 25, "swaps": 0, "entered": [ "marouane-mabrouk", "mohamed-ali-ganzoui", "bechir-tekkari", "ahmed-nejib-chebbi", "taoufik-baccar", "abdelhamid-el-fehri", "mohamed-chadhli-cherif", "jalloul-jeribi", "mohamed-baji-hamda" ], "left": [ "kais-saied", "bourguiba", "moncef-marzouki", "beji-caid-essebsi", "kamel-akrout", "kamel-morjane", "mohamed-ennaceur", "youssef-chahed", "nabil-karoui", "khaled-yahyaoui", "brahim-bouderbala", "hedi-nouira", "tawfik-charfeddine", "ali-laarayedh", "nouri-ben-taous", "mohamed-salah-hamdi", "othman-battikh", "abdelkarim-zbidi", "habib-essid", "mohamed-habib-dhif", "othman-jarandi", "brahim-bertagi", "lotfi-ben-jeddou", "mourad-saidane", "farouk-bouasker", "ahmed-mestiri", "leila-jaffel", "hassine-gharbi", "najla-bouden" ] }, { "perturbation": "snapshot 2010-01-01", "family": "snapshot", "key": "authority", "spearman": 0.863, "overlap": 11.8, "swaps": 0, "entered": [ "rafiq-belhaj-kacem", "mohamed-ghannouchi", "kamel-akrout", "kamel-morjane", "mohamed-khamassi", "taieb-laajimi", "tarek-fawzi-el-arabi", "ali-seriati", "taoufik-baccar", "abdelwahab-abdallah", "boubaker-el-akhzouri", "mohamed-kechiche", "rached-ghannouchi", "bechir-tekkari", "faiza-kefi", "othman-ben-arfa", "ridha-ben-mosbah", "mustapha-ben-jaafar", "mohamed-fehri-chelbi", "maya-jribi", "marouane-mabrouk", "abdelwahab-ben-ayed", "noureddine-boutar", "mokhtar-trifi", "larbi-nasra", "tahar-ben-hassine", "selma-elloumi", "faouzi-elloumi", "nabil-karoui", "taoufik-habaieb" ], "left": [ "bourguiba", "beji-caid-essebsi", "kais-saied", "mohamed-ennaceur", "rejeb-khaznadar", "moustapha-khodja", "youssef-saheb-ettabaa", "mohamed-larbi-zarrouk", "hussein-khodja", "shakir-saheb-ettabaa", "mustapha-saheb-ettabaa", "mustapha-khaznadar", "hayreddin-pasha", "mohammed-khaznadar", "mustapha-ben-ismail", "mohamed-aziz-bouattour", "mhamed-djellouli", "youssef-djait", "taieb-djellouli", "mustapha-dinguizli", "khelil-bouhageb", "hedi-lakhoua", "mohamed-chenik", "slaheddine-baccouche", "mustapha-kaak", "mohamed-salah-mzali", "tahar-ben-ammar", "ali-laarayedh", "habib-essid", "hichem-mechichi", "ghazi-jeribi", "taieb-mehiri", "hedi-khefacha", "ahmed-mestiri", "tahar-belkhodja", "habib-ammar" ] }, { "perturbation": "snapshot 2010-01-01", "family": "snapshot", "key": "proximity", "spearman": 0.888, "overlap": 14.7, "swaps": 0, "entered": [ "ali-seriati", "rafiq-belhaj-kacem", "kamel-morjane", "ridha-ben-mosbah", "mohamed-ghannouchi", "bechir-tekkari", "abdelwahab-abdallah", "abdelwahab-ben-ayed", "boubaker-el-akhzouri", "mohamed-kechiche", "marouane-mabrouk", "rachid-ammar", "mohamed-khamassi", "taieb-laajimi", "tarek-fawzi-el-arabi", "mustapha-ben-jaafar", "taoufik-baccar", "rached-ghannouchi", "nabil-karoui", "faouzi-elloumi", "mohamed-fehri-chelbi", "larbi-nasra", "noureddine-boutar", "taoufik-habaieb", "tahar-ben-hassine", "faiza-kefi", "othman-ben-arfa", "maya-jribi", "mokhtar-trifi" ], "left": [ "bourguiba", "beji-caid-essebsi", "kais-saied", "yadh-ben-achour", "mohamed-ennaceur", "nadia-akacha", "ridha-belhaj", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "slaheddine-baly", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "youssef-chahed", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani" ] }, { "perturbation": "snapshot 2010-01-01", "family": "snapshot", "key": "survival", "spearman": 0.543, "overlap": 38.2, "swaps": 0, "entered": [ "maya-jribi", "mohamed-khamassi", "tahar-ben-hassine", "fouad-mebazaa", "larbi-nasra", "ali-seriati", "mohamed-ghannouchi", "taieb-laajimi", "rachid-ammar", "taoufik-baccar", "mokhtar-trifi", "othman-ben-arfa", "faiza-kefi", "bechir-tekkari", "rafiq-belhaj-kacem", "boubaker-el-akhzouri", "mohamed-kechiche", "abdelwahab-abdallah", "tarek-fawzi-el-arabi", "ridha-ben-mosbah", "mohamed-fehri-chelbi" ], "left": [ "beji-caid-essebsi", "kais-saied", "youssef-chahed", "abderrahmane-belhaj-ali", "hassine-gharbi", "khelifa-harroum", "othman-jarandi", "marouane-abassi", "mohamed-salah-hamdi", "mohamed-el-ghoul", "adel-jehane", "mohamed-hajem", "abdelhamid-belati", "nouri-ben-taous", "mohamed-habib-dhif", "khaled-yahyaoui", "mohsen-marzouk", "abir-moussi", "nouri-lajmi", "sami-essid", "sami-fehri", "nejib-ktari", "abdessalem-mehdi-grissiaa", "brahim-bouderbala", "noureddine-taboubi", "habib-benhadj-kouider", "issam-chebbi" ] }, { "perturbation": "snapshot 2010-01-01", "family": "snapshot", "key": "brokerage", "spearman": 0.833, "overlap": 26.5, "swaps": 1, "entered": [ "abdelwahab-abdallah", "maya-jribi", "mustapha-ben-jaafar", "boubaker-el-akhzouri", "rafiq-belhaj-kacem", "ridha-ben-mosbah", "mohamed-ghannouchi", "taoufik-baccar", "mohamed-kechiche", "bechir-tekkari", "rachid-ammar", "mohamed-khamassi", "taieb-laajimi", "kamel-akrout", "faouzi-elloumi", "mohamed-fehri-chelbi", "larbi-nasra", "noureddine-boutar", "taoufik-habaieb", "tahar-ben-hassine", "faiza-kefi", "othman-ben-arfa", "mokhtar-trifi", "tarek-fawzi-el-arabi" ], "left": [ "bourguiba", "mohamed-ennaceur", "tahar-ben-ammar", "kais-saied", "youssef-chahed", "beji-caid-essebsi", "ali-laarayedh", "aziz-miled", "brahim-bouderbala", "hedi-nouira", "nesrine-ben-ali", "ismail-khelil", "zied-krichen", "sakher-el-materi", "rafik-abdessalem", "rachid-sfar", "ayachi-hammami", "kamel-eltaief", "ghazi-jeribi", "sarra-rejeb", "cyrine-ben-ali", "fadhel-abdelkefi", "sara-zaafarani", "ahmed-nejib-chebbi", "ridha-belhaj", "kamel-guizani", "hamadi-jebali", "mehdi-jomaa", "hichem-mechichi", "zouheir-mejri" ] }, { "perturbation": "snapshot 2010-01-01", "family": "snapshot", "key": "reach", "spearman": 0.999, "overlap": 11.8, "swaps": 0, "entered": [ "ridha-ben-mosbah", "mohamed-ghannouchi", "rachid-ammar", "kamel-akrout", "selma-elloumi", "faouzi-elloumi", "larbi-nasra", "noureddine-boutar", "tahar-ben-hassine", "maya-jribi", "mokhtar-trifi", "fouad-mebazaa", "moncef-marzouki", "mustapha-ben-jaafar", "boubaker-el-akhzouri", "ali-seriati", "taoufik-baccar", "mohamed-kechiche", "bechir-tekkari", "mohamed-khamassi", "taieb-laajimi", "rached-ghannouchi", "marouane-mabrouk", "abdelwahab-ben-ayed", "mohamed-fehri-chelbi", "taoufik-habaieb", "faiza-kefi", "othman-ben-arfa", "tarek-fawzi-el-arabi" ], "left": [ "hassen-belkhodja", "sakher-el-materi", "sihem-bensedrine", "bochra-belhaj-hmida", "ayachi-hammami", "chokri-belaid", "mohammed-mzali", "rachid-sfar", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hedi-mabrouk", "mahmoud-mestiri", "bechir-mhedhbi", "slaheddine-baly", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "hichem-mechichi", "habib-ammar", "abdelhamid-escheikh", "abderrahmane-belhaj-ali", "lotfi-brahem", "kamel-feki", "khaled-nouri", "khaled-shili", "chedli-neffati", "abdallah-kallel", "mohamed-jegham", "mohamed-naceur-ghannouchi", "mohamed-najem-gharsalli", "lotfi-ben-jeddou", "hedi-majdoub" ] }, { "perturbation": "snapshot 2010-01-01", "family": "snapshot", "key": "influence", "spearman": 0.978, "overlap": 11.8, "swaps": 0, "entered": [ "boubaker-el-akhzouri", "ali-seriati", "rafiq-belhaj-kacem", "kamel-morjane", "ridha-ben-mosbah", "mohamed-ghannouchi", "taoufik-baccar", "mohamed-kechiche", "bechir-tekkari", "rachid-ammar", "mohamed-khamassi", "taieb-laajimi", "kamel-akrout", "rached-ghannouchi", "nabil-karoui", "marouane-mabrouk", "selma-elloumi", "faouzi-elloumi", "abdelwahab-abdallah", "abdelwahab-ben-ayed", "mohamed-fehri-chelbi", "larbi-nasra", "noureddine-boutar", "taoufik-habaieb", "tahar-ben-hassine", "faiza-kefi", "othman-ben-arfa", "maya-jribi", "mokhtar-trifi", "tarek-fawzi-el-arabi" ], "left": [ "kais-saied", "khaled-yahyaoui", "kamel-eltaief", "mohamed-habib-dhif", "wassila-bourguiba", "bourguiba", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "slaheddine-baly", "beji-caid-essebsi", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "youssef-chahed", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani", "ahmed-bouhali" ] }, { "perturbation": "snapshot 2010-01-01", "family": "snapshot", "key": "composite", "spearman": 0.621, "overlap": 35.3, "swaps": 2, "entered": [ "rafiq-belhaj-kacem", "marouane-mabrouk", "abdelwahab-abdallah", "mohamed-khamassi", "bechir-tekkari", "maya-jribi", "noureddine-boutar", "rachid-ammar", "taieb-laajimi", "tahar-ben-hassine", "ridha-ben-mosbah", "larbi-nasra", "taoufik-habaieb", "boubaker-el-akhzouri", "mohamed-kechiche", "taoufik-baccar", "mokhtar-trifi", "tarek-fawzi-el-arabi", "othman-ben-arfa", "faiza-kefi", "mohamed-fehri-chelbi" ], "left": [ "kais-saied", "bourguiba", "beji-caid-essebsi", "mohamed-ennaceur", "abderrahmane-belhaj-ali", "youssef-chahed", "khaled-yahyaoui", "brahim-bouderbala", "hedi-nouira", "tawfik-charfeddine", "ali-laarayedh", "nouri-ben-taous", "mohamed-salah-hamdi", "othman-battikh", "abdelkarim-zbidi", "habib-essid", "mohamed-habib-dhif", "othman-jarandi", "brahim-bertagi", "lotfi-ben-jeddou", "mourad-saidane", "farouk-bouasker", "ahmed-mestiri", "leila-jaffel", "hassine-gharbi", "najla-bouden", "habib-ben-yahia" ] }, { "perturbation": "snapshot 2020-01-01", "family": "snapshot", "key": "authority", "spearman": 0.998, "overlap": 2.5, "swaps": 0, "entered": [ "hichem-fourati", "mohamed-habib-dhif", "youssef-chahed", "kamel-guizani", "nouri-ben-taous", "mohamed-ali-ben-khaled", "mohamed-el-ghoul", "mohamed-salah-hamdi", "abderraouf-atallah", "mohamed-hajem", "rached-ghannouchi", "khelifa-harroum", "marouane-abassi", "khaled-yahyaoui", "youssef-bouzakher", "nabil-baffoun", "abdelhamid-belati", "taieb-rached", "ahmed-adhoum", "ridha-chalghoum", "youssef-zouaghi", "abdessalem-mehdi-grissiaa", "hafedh-caid-essebsi", "nejib-ktari", "lotfi-debbabi", "habib-benhadj-kouider", "mohamed-karim-el-jamoussi", "hassine-gharbi", "noureddine-taboubi", "elyes-mnakbi", "nabil-karoui", "mohamed-lassaad-dahech", "chawki-tabib", "brahim-bouderbala", "jaouher-ferjaoui", "anas-hmaidi", "mohamed-abbou", "marouane-mabrouk", "nouri-lajmi" ], "left": [ "bourguiba", "ben-ali", "fouad-mebazaa", "moncef-marzouki", "beji-caid-essebsi", "mohamed-ennaceur", "rejeb-khaznadar", "moustapha-khodja", "youssef-saheb-ettabaa", "mohamed-larbi-zarrouk", "hussein-khodja", "shakir-saheb-ettabaa", "mustapha-saheb-ettabaa", "mustapha-khaznadar", "hayreddin-pasha", "mohammed-khaznadar", "mustapha-ben-ismail", "mohamed-aziz-bouattour", "mhamed-djellouli", "youssef-djait", "taieb-djellouli", "mustapha-dinguizli", "khelil-bouhageb", "hedi-lakhoua", "mohamed-chenik", "slaheddine-baccouche", "mustapha-kaak", "mohamed-salah-mzali", "tahar-ben-ammar", "rachid-ammar", "ali-laarayedh", "habib-essid", "hichem-mechichi", "ghazi-jeribi", "taieb-mehiri", "hedi-khefacha", "ahmed-mestiri", "tahar-belkhodja", "habib-ammar" ] }, { "perturbation": "snapshot 2020-01-01", "family": "snapshot", "key": "proximity", "spearman": 0.902, "overlap": 5, "swaps": 0, "entered": [ "hichem-fourati", "mohamed-salah-hamdi", "khaled-yahyaoui", "ayachi-hammami", "brahim-bouderbala", "othman-battikh", "mohamed-karim-el-jamoussi", "ahmed-adhoum", "kamel-guizani", "mohamed-ali-ben-khaled", "ridha-chalghoum", "abdelhamid-belati", "nouri-ben-taous", "mohamed-habib-dhif", "hassine-gharbi", "khelifa-harroum", "mohamed-el-ghoul", "abderraouf-atallah", "mohamed-hajem", "rached-ghannouchi", "hafedh-caid-essebsi", "faouzi-elloumi", "chawki-tabib", "youssef-zouaghi", "marouane-abassi", "mohsen-marzouk", "abir-moussi", "nabil-karoui", "marouane-mabrouk", "nouri-lajmi", "mohamed-lassaad-dahech", "sami-essid", "sami-fehri", "noureddine-boutar", "taoufik-habaieb", "nejib-ktari", "youssef-bouzakher", "abdessalem-mehdi-grissiaa" ], "left": [ "bourguiba", "ben-ali", "fouad-mebazaa", "moncef-marzouki", "beji-caid-essebsi", "kamel-akrout", "selma-elloumi", "yadh-ben-achour", "mohamed-ennaceur", "nadia-akacha", "ridha-belhaj", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "slaheddine-baly", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani" ] }, { "perturbation": "snapshot 2020-01-01", "family": "snapshot", "key": "survival", "spearman": 0.773, "overlap": 72.5, "swaps": 0, "entered": [ "zouhair-maghzaoui", "slim-riahi", "lotfi-mraihi", "seifeddine-makhlouf", "tarak-cherif", "abdelmajid-ezzar", "anas-hmaidi", "jamel-msallem", "othman-battikh", "ridha-chalghoum", "chawki-tabib" ], "left": [ "ben-ali", "moncef-marzouki", "mustapha-ben-jaafar", "beji-caid-essebsi", "abderrahmane-belhaj-ali", "kamel-morjane", "othman-jarandi", "adel-jehane", "kamel-akrout", "selma-elloumi", "abdelwahab-ben-ayed" ] }, { "perturbation": "snapshot 2020-01-01", "family": "snapshot", "key": "brokerage", "spearman": 0.923, "overlap": 20, "swaps": 0, "entered": [ "nouri-ben-taous", "mohamed-salah-hamdi", "faouzi-elloumi", "chawki-tabib", "slim-riahi", "khaled-yahyaoui", "hafedh-caid-essebsi", "issam-chebbi", "ahmed-adhoum", "mohamed-ali-ben-khaled", "hassine-gharbi", "khelifa-harroum", "hichem-fourati", "ridha-chalghoum", "marouane-abassi", "mohamed-el-ghoul", "abderraouf-atallah", "mohamed-hajem", "abdelhamid-belati", "mohamed-habib-dhif", "mohsen-marzouk", "abir-moussi", "nouri-lajmi", "mohamed-lassaad-dahech", "sami-essid", "sami-fehri", "noureddine-boutar", "taoufik-habaieb", "nejib-ktari", "youssef-bouzakher", "abdessalem-mehdi-grissiaa", "taieb-rached" ], "left": [ "ben-ali", "bourguiba", "mohamed-ennaceur", "moncef-marzouki", "tahar-ben-ammar", "beji-caid-essebsi", "ali-laarayedh", "abdelwahab-ben-ayed", "aziz-miled", "hedi-nouira", "fouad-mebazaa", "nesrine-ben-ali", "ismail-khelil", "zied-krichen", "sakher-el-materi", "rafik-abdessalem", "selma-elloumi", "rachid-sfar", "kamel-eltaief", "ghazi-jeribi", "sarra-rejeb", "cyrine-ben-ali", "fadhel-abdelkefi", "ali-seriati", "sara-zaafarani", "ahmed-nejib-chebbi", "ridha-belhaj", "kamel-morjane", "hamadi-jebali", "mehdi-jomaa", "hichem-mechichi", "zouheir-mejri" ] }, { "perturbation": "snapshot 2020-01-01", "family": "snapshot", "key": "reach", "spearman": 0.995, "overlap": 5, "swaps": 0, "entered": [ "hichem-fourati", "ridha-chalghoum", "khaled-yahyaoui", "faouzi-elloumi", "sami-essid", "sami-fehri", "noureddine-boutar", "chawki-tabib", "brahim-bouderbala", "mohamed-abbou", "slim-riahi", "seifeddine-makhlouf", "abdelmajid-ezzar", "youssef-zouaghi", "anas-hmaidi", "othman-battikh", "mohamed-karim-el-jamoussi", "kais-saied", "youssef-chahed", "ahmed-adhoum", "kamel-guizani", "mohamed-ali-ben-khaled", "hassine-gharbi", "khelifa-harroum", "marouane-abassi", "mohamed-salah-hamdi", "mohamed-el-ghoul", "abderraouf-atallah", "mohamed-hajem", "abdelhamid-belati", "nouri-ben-taous", "mohamed-habib-dhif", "rached-ghannouchi", "hafedh-caid-essebsi", "mohsen-marzouk", "abir-moussi", "marouane-mabrouk", "nouri-lajmi" ], "left": [ "ben-ali", "hassen-belkhodja", "kamel-morjane", "sakher-el-materi", "abdelwahab-abdallah", "sihem-bensedrine", "bochra-belhaj-hmida", "chokri-belaid", "mohammed-mzali", "rachid-sfar", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hedi-mabrouk", "mahmoud-mestiri", "bechir-mhedhbi", "slaheddine-baly", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "hichem-mechichi", "habib-ammar", "abdelhamid-escheikh", "abderrahmane-belhaj-ali", "lotfi-brahem", "kamel-feki", "khaled-nouri", "khaled-shili", "chedli-neffati", "abdallah-kallel", "mohamed-jegham", "rafiq-belhaj-kacem", "mohamed-naceur-ghannouchi", "mohamed-najem-gharsalli", "lotfi-ben-jeddou", "hedi-majdoub" ] }, { "perturbation": "snapshot 2020-01-01", "family": "snapshot", "key": "influence", "spearman": 0.921, "overlap": 10, "swaps": 0, "entered": [ "ahmed-adhoum", "kamel-guizani", "mohamed-ali-ben-khaled", "hassine-gharbi", "khelifa-harroum", "hichem-fourati", "ridha-chalghoum", "marouane-abassi", "mohamed-salah-hamdi", "mohamed-el-ghoul", "abderraouf-atallah", "mohamed-hajem", "abdelhamid-belati", "nouri-ben-taous", "rached-ghannouchi", "hafedh-caid-essebsi", "mohsen-marzouk", "abir-moussi", "nabil-karoui", "marouane-mabrouk", "faouzi-elloumi", "nouri-lajmi", "mohamed-lassaad-dahech", "sami-essid", "sami-fehri", "noureddine-boutar", "taoufik-habaieb", "ayachi-hammami", "chawki-tabib", "nejib-ktari", "youssef-bouzakher", "abdessalem-mehdi-grissiaa", "brahim-bouderbala", "taieb-rached", "noureddine-taboubi", "mohamed-abbou" ], "left": [ "kamel-eltaief", "wassila-bourguiba", "bourguiba", "ben-ali", "fouad-mebazaa", "moncef-marzouki", "mustapha-ben-jaafar", "bahi-ladgham", "mohammed-mzali", "rachid-sfar", "sadok-mokaddem", "mongi-slim", "habib-bourguiba-jr", "mohamed-masmoudi", "habib-chatti", "mohamed-fitouri", "hassen-belkhodja", "hedi-mabrouk", "mahmoud-mestiri", "hassib-ben-ammar", "bechir-mhedhbi", "abdallah-farhat", "slaheddine-baly", "beji-caid-essebsi", "hedi-baccouche", "hamadi-jebali", "ali-laarayedh", "mehdi-jomaa", "habib-essid", "elyes-fakhfakh", "hichem-mechichi", "najla-bouden", "ahmed-hachani", "kamel-madouri", "sara-zaafarani", "ahmed-bouhali" ] }, { "perturbation": "snapshot 2020-01-01", "family": "snapshot", "key": "composite", "spearman": 0.821, "overlap": 30, "swaps": 0, "entered": [ "ridha-chalghoum", "abdelhamid-belati", "hichem-fourati", "mohamed-el-ghoul", "mohamed-hajem", "khelifa-harroum", "chawki-tabib", "marouane-abassi", "anas-hmaidi", "slim-riahi", "mohamed-karim-el-jamoussi", "noureddine-boutar", "seifeddine-makhlouf", "abdelmajid-ezzar", "abdessalem-mehdi-grissiaa", "sami-fehri", "nejib-ktari", "habib-benhadj-kouider", "noureddine-taboubi", "mohamed-ali-ben-khaled", "sami-essid", "ayachi-hammami", "marouane-mabrouk", "nouri-lajmi", "jamel-msallem", "abir-moussi", "zouhair-maghzaoui", "ahmed-adhoum" ], "left": [ "ben-ali", "bourguiba", "moncef-marzouki", "beji-caid-essebsi", "fouad-mebazaa", "kamel-akrout", "selma-elloumi", "kamel-morjane", "mohamed-ennaceur", "abderrahmane-belhaj-ali", "hedi-nouira", "tawfik-charfeddine", "ali-laarayedh", "abdelkarim-zbidi", "habib-essid", "mohamed-ghannouchi", "othman-jarandi", "ali-seriati", "brahim-bertagi", "lotfi-ben-jeddou", "mourad-saidane", "abdelwahab-ben-ayed", "farouk-bouasker", "ahmed-mestiri", "leila-jaffel", "najla-bouden", "habib-ben-yahia", "mustapha-ben-jaafar" ] } ] }