Issue 1:
I am trying to use scipy.dendrogram to create a dendrogram of genomics data.

Unfortunately, the dendrogram fails with a recursion error

THis code worked for slightly smaller datasets but maybe the data is malformed.

Note: the data used here where created using sch.linkage(distance_matrix_rows, method="ward")

Reproducing code example:

import json
import scipy.cluster.hierarchy as sch
datastr = "[[0.0, 5.0, 0.0, 2.0], [1.0, 2.0, 0.0, 2.0], [4.0, 7836.0, 0.0, 3.0], [3.0, 245.0, 0.0, 2.0], [6.0, 7837.0, 0.0, 4.0], [8.0, 7835.0, 0.0, 3.0], [7.0, 7839.0, 0.0, 5.0], [9.0, 7841.0, 0.0, 6.0], [40.0, 7840.0, 0.0, 4.0], [10.0, 7842.0, 0.0, 7.0], [14.0, 7844.0, 0.0, 8.0], [11.0, 565.0, 0.0, 2.0], [12.0, 26.0, 0.0, 2.0], [13.0, 442.0, 0.0, 2.0], [15.0, 7845.0, 0.0, 9.0], [16.0, 7849.0, 0.0, 10.0], [17.0, 7850.0, 0.0, 11.0], [18.0, 7851.0, 0.0, 12.0], [20.0, 7852.0, 0.0, 13.0], [21.0, 7853.0, 0.0, 14.0], [22.0, 7854.0, 0.0, 15.0], [24.0, 7855.0, 0.0, 16.0], [2922.0, 3903.0, 0.0, 2.0], [4454.0, 7857.0, 0.0, 3.0], [25.0, 7856.0, 0.0, 17.0], [27.0, 7859.0, 0.0, 18.0], [33.0, 7847.0, 0.0, 3.0], [28.0, 7860.0, 0.0, 19.0], [29.0, 7862.0, 0.0, 20.0], [30.0, 7863.0, 0.0, 21.0], [32.0, 7864.0, 0.0, 22.0], [31.0, 6953.0, 0.0, 2.0], [34.0, 7865.0, 0.0, 23.0], [81.0, 7861.0, 0.0, 4.0], [36.0, 7867.0, 0.0, 24.0], [35.0, 1063.0, 0.0, 2.0], [37.0, 7869.0, 0.0, 25.0], [39.0, 7871.0, 0.0, 26.0], [38.0, 60.0, 0.0, 2.0], [41.0, 7872.0, 0.0, 27.0], [47.0, 7843.0, 0.0, 5.0], [42.0, 7874.0, 0.0, 28.0], [43.0, 7876.0, 0.0, 29.0], [44.0, 7877.0, 0.0, 30.0], [45.0, 7878.0, 0.0, 31.0], [46.0, 7879.0, 0.0, 32.0], [48.0, 7880.0, 0.0, 33.0], [57.0, 7875.0, 0.0, 6.0], [50.0, 7881.0, 0.0, 34.0], [49.0, 450.0, 0.0, 2.0], [51.0, 7883.0, 0.0, 35.0], [52.0, 7885.0, 0.0, 36.0], [55.0, 7886.0, 0.0, 37.0], [54.0, 217.0, 0.0, 2.0], [56.0, 7887.0, 0.0, 38.0], [59.0, 7889.0, 0.0, 39.0], [61.0, 7882.0, 0.0, 7.0], [58.0, 1149.0, 0.0, 2.0], [62.0, 7890.0, 0.0, 40.0], [132.0, 7873.0, 0.0, 3.0], [82.0, 7891.0, 0.0, 8.0], [64.0, 7893.0, 0.0, 41.0], [63.0, 839.0, 0.0, 2.0], [65.0, 7896.0, 0.0, 42.0], [66.0, 7898.0, 0.0, 43.0], [67.0, 7899.0, 0.0, 44.0], [68.0, 7900.0, 0.0, 45.0], [69.0, 7901.0, 0.0, 46.0], [72.0, 7902.0, 0.0, 47.0], [71.0, 135.0, 0.0, 2.0], [74.0, 7903.0, 0.0, 48.0], [75.0, 7905.0, 0.0, 49.0], [76.0, 7906.0, 0.0, 50.0], [78.0, 7907.0, 0.0, 51.0], [616.0, 6267.0, 0.0, 2.0], [6732.0, 7909.0, 0.0, 3.0], [7120.0, 7910.0, 0.0, 4.0], [79.0, 7908.0, 0.0, 52.0], [80.0, 7912.0, 0.0, 53.0], [83.0, 7913.0, 0.0, 54.0], [127.0, 7868.0, 0.0, 5.0], [99.0, 7895.0, 0.0, 9.0], [84.0, 7914.0, 0.0, 55.0], [87.0, 7917.0, 0.0, 56.0], [85.0, 3630.0, 0.0, 2.0], [86.0, 4270.0, 0.0, 2.0], [88.0, 7918.0, 0.0, 57.0], [89.0, 7921.0, 0.0, 58.0], [91.0, 7922.0, 0.0, 59.0], [90.0, 677.0, 0.0, 2.0], [92.0, 7923.0, 0.0, 60.0], [93.0, 7925.0, 0.0, 61.0], [94.0, 7926.0, 0.0, 62.0], [95.0, 7927.0, 0.0, 63.0], [96.0, 7928.0, 0.0, 64.0], [97.0, 7929.0, 0.0, 65.0], [98.0, 7930.0, 0.0, 66.0], [102.0, 7931.0, 0.0, 67.0], [110.0, 7916.0, 0.0, 10.0], [6829.0, 7291.0, 0.0, 2.0], [874.0, 5171.0, 0.0, 2.0], [1219.0, 1819.0, 0.0, 2.0], [1112.0, 1353.0, 0.0, 2.0], [2286.0, 7937.0, 0.0, 3.0], [4972.0, 7938.0, 0.0, 4.0], [5741.0, 7939.0, 0.0, 5.0], [101.0, 806.0, 0.0, 2.0], [103.0, 7932.0, 0.0, 68.0], [105.0, 7942.0, 0.0, 69.0], [106.0, 7943.0, 0.0, 70.0], [107.0, 7944.0, 0.0, 71.0], [108.0, 7945.0, 0.0, 72.0], [109.0, 7946.0, 0.0, 73.0], [112.0, 7947.0, 0.0, 74.0], [122.0, 7933.0, 0.0, 11.0], [111.0, 123.0, 0.0, 2.0], [114.0, 7948.0, 0.0, 75.0], [4618.0, 7405.0, 0.0, 2.0], [115.0, 7951.0, 0.0, 76.0], [116.0, 7953.0, 0.0, 77.0], [118.0, 7954.0, 0.0, 78.0], [117.0, 770.0, 0.0, 2.0], [120.0, 7955.0, 0.0, 79.0], [5682.0, 5968.0, 0.0, 2.0], [121.0, 7957.0, 0.0, 80.0], [124.0, 7959.0, 0.0, 81.0], [126.0, 7949.0, 0.0, 12.0], [130.0, 7950.0, 0.0, 3.0], [125.0, 7960.0, 0.0, 82.0], [129.0, 7963.0, 0.0, 83.0], [131.0, 7961.0, 0.0, 13.0], [128.0, 7915.0, 0.0, 6.0], [141.0, 7966.0, 0.0, 7.0], [139.0, 7964.0, 0.0, 84.0], [153.0, 7962.0, 0.0, 4.0], [140.0, 7965.0, 0.0, 14.0], [170.0, 7894.0, 0.0, 4.0], [133.0, 465.0, 0.0, 2.0], [134.0, 1557.0, 0.0, 2.0], [204.0, 7904.0, 0.0, 3.0], [1135.0, 1762.0, 0.0, 2.0], [4196.0, 7975.0, 0.0, 3.0], [5900.0, 7976.0, 0.0, 4.0], [708.0, 920.0, 0.0, 2.0], [2350.0, 7978.0, 0.0, 3.0], [3184.0, 7979.0, 0.0, 4.0], [3185.0, 7980.0, 0.0, 5.0], [3797.0, 7981.0, 0.0, 6.0], [4599.0, 7982.0, 0.0, 7.0], [6920.0, 7983.0, 0.0, 8.0], [7004.0, 7984.0, 0.0, 9.0], [7803.0, 7985.0, 0.0, 10.0], [161.0, 7967.0, 0.0, 8.0], [162.0, 7987.0, 0.0, 9.0], [180.0, 7988.0, 0.0, 10.0], [194.0, 7989.0, 0.0, 11.0], [212.0, 7990.0, 0.0, 12.0], [216.0, 7991.0, 0.0, 13.0], [262.0, 7992.0, 0.0, 14.0], [265.0, 7993.0, 0.0, 15.0], [348.0, 7994.0, 0.0, 16.0], [350.0, 7995.0, 0.0, 17.0], [368.0, 7996.0, 0.0, 18.0], [370.0, 7997.0, 0.0, 19.0], [390.0, 7998.0, 0.0, 20.0], [416.0, 7999.0, 0.0, 21.0], [443.0, 8000.0, 0.0, 22.0], [446.0, 8001.0, 0.0, 23.0], [449.0, 8002.0, 0.0, 24.0], [466.0, 8003.0, 0.0, 25.0], [487.0, 8004.0, 0.0, 26.0], [497.0, 8005.0, 0.0, 27.0], [537.0, 8006.0, 0.0, 28.0], [540.0, 8007.0, 0.0, 29.0], [549.0, 8008.0, 0.0, 30.0], [561.0, 8009.0, 0.0, 31.0], [596.0, 8010.0, 0.0, 32.0], [599.0, 8011.0, 0.0, 33.0], [618.0, 8012.0, 0.0, 34.0], [645.0, 8013.0, 0.0, 35.0], [652.0, 8014.0, 0.0, 36.0], [656.0, 8015.0, 0.0, 37.0], [659.0, 8016.0, 0.0, 38.0], [662.0, 8017.0, 0.0, 39.0], [696.0, 8018.0, 0.0, 40.0], [733.0, 8019.0, 0.0, 41.0], [735.0, 8020.0, 0.0, 42.0], [740.0, 8021.0, 0.0, 43.0], [784.0, 8022.0, 0.0, 44.0], [812.0, 8023.0, 0.0, 45.0], [822.0, 8024.0, 0.0, 46.0], [824.0, 8025.0, 0.0, 47.0], [837.0, 8026.0, 0.0, 48.0], [872.0, 8027.0, 0.0, 49.0], [891.0, 8028.0, 0.0, 50.0], [903.0, 8029.0, 0.0, 51.0], [928.0, 8030.0, 0.0, 52.0], [961.0, 8031.0, 0.0, 53.0], [972.0, 8032.0, 0.0, 54.0], [982.0, 8033.0, 0.0, 55.0], [984.0, 8034.0, 0.0, 56.0], [1020.0, 8035.0, 0.0, 57.0], [1032.0, 8036.0, 0.0, 58.0], [1034.0, 8037.0, 0.0, 59.0], [1056.0, 8038.0, 0.0, 60.0], [1088.0, 8039.0, 0.0, 61.0], [1106.0, 8040.0, 0.0, 62.0], [1114.0, 8041.0, 0.0, 63.0], [1137.0, 8042.0, 0.0, 64.0], [1141.0, 8043.0, 0.0, 65.0], [1143.0, 8044.0, 0.0, 66.0], [1153.0, 8045.0, 0.0, 67.0], [1161.0, 8046.0, 0.0, 68.0], [1165.0, 8047.0, 0.0, 69.0], [1215.0, 8048.0, 0.0, 70.0], [1255.0, 8049.0, 0.0, 71.0], [1266.0, 8050.0, 0.0, 72.0], [1274.0, 8051.0, 0.0, 73.0], [1280.0, 8052.0, 0.0, 74.0], [1285.0, 8053.0, 0.0, 75.0], [1289.0, 8054.0, 0.0, 76.0], [1290.0, 8055.0, 0.0, 77.0], [1322.0, 8056.0, 0.0, 78.0], [1323.0, 8057.0, 0.0, 79.0], [1327.0, 8058.0, 0.0, 80.0], [1337.0, 8059.0, 0.0, 81.0], [1340.0, 8060.0, 0.0, 82.0], [1354.0, 8061.0, 0.0, 83.0], [1374.0, 8062.0, 0.0, 84.0], [1376.0, 8063.0, 0.0, 85.0], [1388.0, 8064.0, 0.0, 86.0], [1389.0, 8065.0, 0.0, 87.0], [1400.0, 8066.0, 0.0, 88.0], [1407.0, 8067.0, 0.0, 89.0], [1408.0, 8068.0, 0.0, 90.0], [1409.0, 8069.0, 0.0, 91.0], [1420.0, 8070.0, 0.0, 92.0], [1423.0, 8071.0, 0.0, 93.0], [1428.0, 8072.0, 0.0, 94.0], [1441.0, 8073.0, 0.0, 95.0], [1448.0, 8074.0, 0.0, 96.0], [1457.0, 8075.0, 0.0, 97.0], [1463.0, 8076.0, 0.0, 98.0], [1467.0, 8077.0, 0.0, 99.0], [1537.0, 8078.0, 0.0, 100.0], [1547.0, 8079.0, 0.0, 101.0], [1559.0, 8080.0, 0.0, 102.0], [1563.0, 8081.0, 0.0, 103.0], [1569.0, 8082.0, 0.0, 104.0], [1674.0, 8083.0, 0.0, 105.0], [1703.0, 8084.0, 0.0, 106.0], [1714.0, 8085.0, 0.0, 107.0], [1719.0, 8086.0, 0.0, 108.0], [1760.0, 8087.0, 0.0, 109.0], [1792.0, 8088.0, 0.0, 110.0], [1802.0, 8089.0, 0.0, 111.0], [1821.0, 8090.0, 0.0, 112.0], [1822.0, 8091.0, 0.0, 113.0], [1824.0, 8092.0, 0.0, 114.0], [1878.0, 8093.0, 0.0, 115.0], [1890.0, 8094.0, 0.0, 116.0], [1909.0, 8095.0, 0.0, 117.0], [1911.0, 8096.0, 0.0, 118.0], [1925.0, 8097.0, 0.0, 119.0], [1946.0, 8098.0, 0.0, 120.0], [1978.0, 8099.0, 0.0, 121.0], [1990.0, 8100.0, 0.0, 122.0], [2010.0, 8101.0, 0.0, 123.0], [2030.0, 8102.0, 0.0, 124.0], [2049.0, 8103.0, 0.0, 125.0], [2054.0, 8104.0, 0.0, 126.0], [2061.0, 8105.0, 0.0, 127.0], [2084.0, 8106.0, 0.0, 128.0], [2091.0, 8107.0, 0.0, 129.0], [2111.0, 8108.0, 0.0, 130.0], [2122.0, 8109.0, 0.0, 131.0], [2128.0, 8110.0, 0.0, 132.0], [2143.0, 8111.0, 0.0, 133.0], [2155.0, 8112.0, 0.0, 134.0], [2207.0, 8113.0, 0.0, 135.0], [2209.0, 8114.0, 0.0, 136.0], [2225.0, 8115.0, 0.0, 137.0], [2239.0, 8116.0, 0.0, 138.0], [2250.0, 8117.0, 0.0, 139.0], [2255.0, 8118.0, 0.0, 140.0], [2267.0, 8119.0, 0.0, 141.0], [2297.0, 8120.0, 0.0, 142.0], [2300.0, 8121.0, 0.0, 143.0], [2304.0, 8122.0, 0.0, 144.0], [2315.0, 8123.0, 0.0, 145.0], [2377.0, 8124.0, 0.0, 146.0], [2385.0, 8125.0, 0.0, 147.0], [2386.0, 8126.0, 0.0, 148.0], [2396.0, 8127.0, 0.0, 149.0], [2414.0, 8128.0, 0.0, 150.0], [2441.0, 8129.0, 0.0, 151.0], [2477.0, 8130.0, 0.0, 152.0], [2482.0, 8131.0, 0.0, 153.0], [2498.0, 8132.0, 0.0, 154.0], [2510.0, 8133.0, 0.0, 155.0], [2520.0, 8134.0, 0.0, 156.0], [2527.0, 8135.0, 0.0, 157.0], [2547.0, 8136.0, 0.0, 158.0], [2552.0, 8137.0, 0.0, 159.0], [2581.0, 8138.0, 0.0, 160.0], [2609.0, 8139.0, 0.0, 161.0], [2616.0, 8140.0, 0.0, 162.0], [2642.0, 8141.0, 0.0, 163.0], [2656.0, 8142.0, 0.0, 164.0], [2666.0, 8143.0, 0.0, 165.0], [2677.0, 8144.0, 0.0, 166.0], [2689.0, 8145.0, 0.0, 167.0], [2698.0, 8146.0, 0.0, 168.0], [2768.0, 8147.0, 0.0, 169.0], [2799.0, 8148.0, 0.0, 170.0], [2818.0, 8149.0, 0.0, 171.0], [2840.0, 8150.0, 0.0, 172.0], [2857.0, 8151.0, 0.0, 173.0], [2880.0, 8152.0, 0.0, 174.0], [2881.0, 8153.0, 0.0, 175.0], [2909.0, 8154.0, 0.0, 176.0], [2986.0, 8155.0, 0.0, 177.0], [3005.0, 8156.0, 0.0, 178.0], [3023.0, 8157.0, 0.0, 179.0], [3061.0, 8158.0, 0.0, 180.0], [3096.0, 8159.0, 0.0, 181.0], [3099.0, 8160.0, 0.0, 182.0], [3136.0, 8161.0, 0.0, 183.0], [3141.0, 8162.0, 0.0, 184.0], [3200.0, 8163.0, 0.0, 185.0], [3206.0, 8164.0, 0.0, 186.0], [3226.0, 8165.0, 0.0, 187.0], [3237.0, 8166.0, 0.0, 188.0], [3250.0, 8167.0, 0.0, 189.0], [3256.0, 8168.0, 0.0, 190.0], [3279.0, 8169.0, 0.0, 191.0], [3335.0, 8170.0, 0.0, 192.0], [3343.0, 8171.0, 0.0, 193.0], [3345.0, 8172.0, 0.0, 194.0], [3349.0, 8173.0, 0.0, 195.0], [3359.0, 8174.0, 0.0, 196.0], [3369.0, 8175.0, 0.0, 197.0], [3397.0, 8176.0, 0.0, 198.0], [3399.0, 8177.0, 0.0, 199.0], [3412.0, 8178.0, 0.0, 200.0], [3425.0, 8179.0, 0.0, 201.0], [3459.0, 8180.0, 0.0, 202.0], [3461.0, 8181.0, 0.0, 203.0], [3463.0, 8182.0, 0.0, 204.0], [3468.0, 8183.0, 0.0, 205.0], [3469.0, 8184.0, 0.0, 206.0], [3477.0, 8185.0, 0.0, 207.0], [3511.0, 8186.0, 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15638.0, 18.16662444878641, 137.0], [15628.0, 15635.0, 18.34763514174826, 140.0], [15608.0, 15616.0, 18.564944415479307, 74.0], [15615.0, 15641.0, 19.58462076050937, 151.0], [15498.0, 15610.0, 20.732281036419614, 565.0], [15619.0, 15634.0, 21.627655802857, 661.0], [15603.0, 15631.0, 21.74332851853739, 162.0], [15597.0, 15633.0, 22.535282549183453, 235.0], [15550.0, 15621.0, 22.66259751180979, 578.0], [15613.0, 15623.0, 24.209030183766014, 237.0], [15637.0, 15640.0, 25.83591117195941, 177.0], [15645.0, 15649.0, 27.899317864472273, 236.0], [15632.0, 15639.0, 29.077751137164274, 223.0], [15644.0, 15652.0, 30.24619094199248, 377.0], [15630.0, 15653.0, 32.354476152989484, 298.0], [15646.0, 15650.0, 34.95571173370427, 386.0], [15643.0, 15657.0, 43.588333934321376, 435.0], [15655.0, 15659.0, 53.9387405771032, 658.0], [15642.0, 15660.0, 58.232831441860334, 1002.0], [15647.0, 15654.0, 134.00192803522884, 801.0], [15651.0, 15658.0, 148.79078394733634, 964.0], [15648.0, 15656.0, 165.65411917867337, 1038.0], [15661.0, 15662.0, 266.55789599255877, 1803.0], [15664.0, 15665.0, 282.4138605987721, 2841.0], [15663.0, 15666.0, 291.4367916705556, 3805.0], [13946.0, 15667.0, 481.28312978396184, 7835.0]]"

data =json.loads(datastr)
row_tree = sch.dendrogram(data, no_plot=True)

Error message:

truncated, becuase VERY long

~\anaconda3\lib\site-packages\scipy\cluster\hierarchy.py in _dendrogram_calculate_info(Z, p, truncate_mode, color_threshold, get_leaves, orientation, labels, count_sort, distance_sort, show_leaf_counts, i, iv, ivl, n, icoord_list, dcoord_list, lvs, mhr, current_color, color_list, currently_below_threshold, leaf_label_func, level, contraction_marks, link_color_func, above_threshold_color)
2616 level=level + 1, contraction_marks=contraction_marks,
2617 link_color_func=link_color_func,
-> 2618 above_threshold_color=above_threshold_color)
2619
2620 h = Z[i - n, 2]

RecursionError: maximum recursion depth exceeded while getting the str of an object

Scipy/Numpy/Python version information:

0.19.1 1.13.3 sys.version_info(major=3, minor=6, micro=3, releaselevel='final', serial=0)

Issue 2:
I'm trying to do a dendrogram:

ValueError: Linkage 'Z' uses the same cluster more than once.

Am I doing something wrong here?