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data/analysis/philly_replication.json

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{
 "meta": {
  "city": "Philadelphia (School District of Philadelphia)",
  "source": "SDP Open Data — Student_Attendance_90_School + Master School List",
  "metric": "chronic absenteeism = 100 - '% with 90%+ Attendance (Yearly)' (attending <90% = missing >=10%)",
  "caveats": "starts 2020-21 (no pre-pandemic baseline); youngest grade is K (no PK); single district (~300 schools); derived from the attendance-90 threshold, not an independently published chronic-absenteeism rate",
  "years": [
   "2020-2021",
   "2021-2022",
   "2022-2023",
   "2023-2024",
   "2024-2025"
  ],
  "latest": "2024-2025"
 },
 "per_grade": {
  "2021-2022": {
   "00": {
    "chronic": 44.0,
    "n": 9792
   },
   "01": {
    "chronic": 41.1,
    "n": 9582
   },
   "02": {
    "chronic": 40.8,
    "n": 9892
   },
   "03": {
    "chronic": 40.7,
    "n": 10109
   },
   "04": {
    "chronic": 39.1,
    "n": 10045
   },
   "05": {
    "chronic": 38.4,
    "n": 9800
   },
   "06": {
    "chronic": 38.9,
    "n": 9346
   },
   "07": {
    "chronic": 38.5,
    "n": 9369
   },
   "08": {
    "chronic": 38.6,
    "n": 9525
   },
   "09": {
    "chronic": 45.9,
    "n": 12051
   },
   "10": {
    "chronic": 44.6,
    "n": 9860
   },
   "11": {
    "chronic": 45.2,
    "n": 8441
   },
   "12": {
    "chronic": 51.4,
    "n": 8365
   }
  },
  "2024-2025": {
   "00": {
    "chronic": 36.5,
    "n": 9377
   },
   "01": {
    "chronic": 36.6,
    "n": 9745
   },
   "02": {
    "chronic": 34.7,
    "n": 9811
   },
   "03": {
    "chronic": 34.3,
    "n": 10115
   },
   "04": {
    "chronic": 31.9,
    "n": 9450
   },
   "05": {
    "chronic": 31.0,
    "n": 9717
   },
   "06": {
    "chronic": 32.5,
    "n": 9135
   },
   "07": {
    "chronic": 33.4,
    "n": 9049
   },
   "08": {
    "chronic": 33.8,
    "n": 9017
   },
   "09": {
    "chronic": 44.2,
    "n": 11026
   },
   "10": {
    "chronic": 46.3,
    "n": 9736
   },
   "11": {
    "chronic": 45.7,
    "n": 9092
   },
   "12": {
    "chronic": 49.3,
    "n": 9009
   }
  }
 },
 "grade_groups": {
  "2020-2021": {
   "K": 30.2,
   "g1_8": 30.5,
   "g9_12": 26.6
  },
  "2021-2022": {
   "K": 44.0,
   "g1_8": 39.5,
   "g9_12": 46.6
  },
  "2022-2023": {
   "K": 41.7,
   "g1_8": 36.0,
   "g9_12": 44.3
  },
  "2023-2024": {
   "K": 38.0,
   "g1_8": 34.2,
   "g9_12": 45.8
  },
  "2024-2025": {
   "K": 36.5,
   "g1_8": 33.5,
   "g9_12": 46.2
  }
 },
 "tail_by_level": {
  "2020-2021": {
   "High": {
    "n": 46,
    "n_gt50": 8,
    "pct_gt50": 17.4,
    "median": 37.7
   },
   "Middle": {
    "n": 13,
    "n_gt50": 0,
    "pct_gt50": 0.0,
    "median": 18.8
   },
   "Elementary-Middle": {
    "n": 102,
    "n_gt50": 26,
    "pct_gt50": 25.5,
    "median": 35.8
   },
   "Elementary": {
    "n": 45,
    "n_gt50": 9,
    "pct_gt50": 20.0,
    "median": 32.6
   },
   "Mixed/Other": {
    "n": 7,
    "n_gt50": 0,
    "pct_gt50": 0.0,
    "median": 2.3
   }
  },
  "2021-2022": {
   "High": {
    "n": 46,
    "n_gt50": 25,
    "pct_gt50": 54.3,
    "median": 55.2
   },
   "Middle": {
    "n": 13,
    "n_gt50": 0,
    "pct_gt50": 0.0,
    "median": 29.8
   },
   "Elementary-Middle": {
    "n": 103,
    "n_gt50": 43,
    "pct_gt50": 41.7,
    "median": 44.6
   },
   "Elementary": {
    "n": 45,
    "n_gt50": 14,
    "pct_gt50": 31.1,
    "median": 42.7
   },
   "Mixed/Other": {
    "n": 7,
    "n_gt50": 1,
    "pct_gt50": 14.3,
    "median": 15.9
   }
  },
  "2022-2023": {
   "High": {
    "n": 47,
    "n_gt50": 25,
    "pct_gt50": 53.2,
    "median": 52.6
   },
   "Middle": {
    "n": 14,
    "n_gt50": 1,
    "pct_gt50": 7.1,
    "median": 30.7
   },
   "Elementary-Middle": {
    "n": 103,
    "n_gt50": 34,
    "pct_gt50": 33.0,
    "median": 40.3
   },
   "Elementary": {
    "n": 45,
    "n_gt50": 10,
    "pct_gt50": 22.2,
    "median": 38.2
   },
   "Mixed/Other": {
    "n": 6,
    "n_gt50": 1,
    "pct_gt50": 16.7,
    "median": 15.8
   }
  },
  "2023-2024": {
   "High": {
    "n": 47,
    "n_gt50": 26,
    "pct_gt50": 55.3,
    "median": 53.6
   },
   "Middle": {
    "n": 14,
    "n_gt50": 1,
    "pct_gt50": 7.1,
    "median": 31.7
   },
   "Elementary-Middle": {
    "n": 104,
    "n_gt50": 30,
    "pct_gt50": 28.8,
    "median": 37.6
   },
   "Elementary": {
    "n": 45,
    "n_gt50": 6,
    "pct_gt50": 13.3,
    "median": 36.7
   },
   "Mixed/Other": {
    "n": 6,
    "n_gt50": 1,
    "pct_gt50": 16.7,
    "median": 18.6
   }
  },
  "2024-2025": {
   "High": {
    "n": 47,
    "n_gt50": 27,
    "pct_gt50": 57.4,
    "median": 54.7
   },
   "Middle": {
    "n": 14,
    "n_gt50": 0,
    "pct_gt50": 0.0,
    "median": 31.2
   },
   "Elementary-Middle": {
    "n": 104,
    "n_gt50": 30,
    "pct_gt50": 28.8,
    "median": 39.5
   },
   "Elementary": {
    "n": 45,
    "n_gt50": 4,
    "pct_gt50": 8.9,
    "median": 36.1
   },
   "Mixed/Other": {
    "n": 6,
    "n_gt50": 1,
    "pct_gt50": 16.7,
    "median": 17.6
   }
  }
 },
 "k_effect": {
  "n_schools": 148,
  "median_step": 0.3,
  "n_over_1pp": 34,
  "n_over_2pp": 12,
  "max_step": 2.9,
  "top_movers": [
   {
    "ulcs": "1470",
    "r_k8": 47.5,
    "r_18": 44.5,
    "step": 2.9,
    "k_ca": 73.3,
    "k_pct": 10.2,
    "n": 295
   },
   {
    "ulcs": "4470",
    "r_k8": 44.0,
    "r_18": 41.2,
    "step": 2.8,
    "k_ca": 55.6,
    "k_pct": 19.4,
    "n": 232
   },
   {
    "ulcs": "6470",
    "r_k8": 44.3,
    "r_18": 41.4,
    "step": 2.8,
    "k_ca": 59.1,
    "k_pct": 16.1,
    "n": 411
   },
   {
    "ulcs": "7350",
    "r_k8": 42.9,
    "r_18": 40.1,
    "step": 2.8,
    "k_ca": 55.2,
    "k_pct": 18.5,
    "n": 518
   },
   {
    "ulcs": "2580",
    "r_k8": 16.2,
    "r_18": 13.6,
    "step": 2.6,
    "k_ca": 34.4,
    "k_pct": 12.5,
    "n": 512
   },
   {
    "ulcs": "5410",
    "r_k8": 49.2,
    "r_18": 46.8,
    "step": 2.5,
    "k_ca": 60.9,
    "k_pct": 17.4,
    "n": 132
   },
   {
    "ulcs": "5420",
    "r_k8": 51.9,
    "r_18": 49.5,
    "step": 2.4,
    "k_ca": 67.9,
    "k_pct": 13.0,
    "n": 216
   },
   {
    "ulcs": "8250",
    "r_k8": 37.9,
    "r_18": 35.5,
    "step": 2.4,
    "k_ca": 50.3,
    "k_pct": 16.2,
    "n": 895
   },
   {
    "ulcs": "4530",
    "r_k8": 61.4,
    "r_18": 59.1,
    "step": 2.3,
    "k_ca": 75.8,
    "k_pct": 13.7,
    "n": 241
   },
   {
    "ulcs": "2690",
    "r_k8": 23.2,
    "r_18": 20.9,
    "step": 2.2,
    "k_ca": 40.0,
    "k_pct": 11.7,
    "n": 514
   }
  ]
 },
 "nyc_comparison": {
  "per_grade_2024_25": {
   "pk": 48.2,
   "k": 37.8,
   "1": 33.2,
   "2": 30.5,
   "3": 28.1,
   "4": 27.3,
   "5": 26.6,
   "6": 26.7,
   "7": 28.7,
   "8": 31.2,
   "9": 33.6,
   "10": 33.7,
   "11": 31.5,
   "12": 40.1
  },
  "grade_groups_2024_25": {
   "pk_k": 41.55,
   "g1_8": 29.06,
   "g9_12": 34.57
  },
  "k_step_median_pp": 1.27,
  "source": "dd1_grade_distortion.json (NYC deep dive 1)"
 }
}