Мобильная версияУ меня возникла проблема с использованием любого типа 2D-графиков KDE в seaborn. Ось Y, похоже, сильно отмасштабирована.
Я запускаю это на vscode в блокноте Jupyter, используя самую последнюю версию seaborn
Например, вот совместный график, который я создал с помощью следующего кода
sns.jointplot( data=df,x='shear', y='sat_norm')
Если я добавил kind='kde', я получу следующий график
Вот кадр данных
df = pd.DataFrame({'shear': {2926: 19.975084119123906, 2927:37.18992996260234, 2928: 51,65416419774487, 2929: 21.366039009849093, 2930: 25.88113171541938, 2931: 22.003321443992395, 2932: 31.496004487542184, 2933: 22.806658663854996, 2934: 18.263753872890693, 2935: 21.843535334409005, 2936: 22.251521128568648, 2937: 17.453526457774004, 2938: 26.235506324206867, 2939: 26.08460755717408, 2940: 21.01288945206868, 2941: 25.33981656045819, 2942: 49.85884696525539, 2943: 19.061595197518667, 2944: 22.055520930078348, 2945: 16.054620367398364, 2946: 26.066791106216126, 2947: 22.236281781977116, 2948: 37.80238579544662, 2949: 51,94723853020805, 2950: 22.702581581004345, 2951: 24.4522078028404, 2952: 17.41624216049658, 2953: 67.09339642489113, 2954: 21.96540029445359, 2955: 24.233579977649505, 2956: 25.20795121022604, 2957: 21,6562261240387, 2958: 27.0494142444042, 2959: 17.54011287370428, 2960: 18,697396725806808, 2961: 49.02470441232235, 2962: 28.02949303327629, 2963: 22,674408982927357, 2964: 26,819193426295584, 2965: 18.68829418353226, 2966: 20.292178837509542, 2967: 23.234931682849908, 2968: 29.397400989980607, 2969: 19.95402826389817, 2970: 24,957673090371784, 2971: 17.22794143393881, 2972: 27.22918907908201, 2973: 16.529767400405497, 2974: 42,68947747724305, 2975: 18.83595171533085, 2976: 64.61656348219817, 2977: 23.2121326465775, 2978: 21,816822597662988, 2979: 23.761938954618433, 2980: 22,3746860746278, 2981: 26.600268661739896, 2982: 21.29366923486611, 2983: 18.870637650525715, 2984: 18.0135587737032, 2985: 28.579495906843647, 2986: 23.08910506826203, 2987: 16.991256497257385, 2988: 21.910669873428414, 2989: 22,745460577656054, 2990: 28.087960913333255, 2991: 24.593572667309093, 2992: 23.68344996824954, 2993: 19.56258466373067, 2994: 20.729275751863117, 2995: 31.123352426565056, 2996: 22,69929042259365, 2997: 17.368592485355563, 2998: 14.627810074160967, 2999: 28.823280792433035, 3000: 19.754066305436545, 3001: 23.324700614940532, 3002: 26.47495965529144, 3003: 21.16875134159095, 3004: 27.760959873292258, 3005: 14.348219278854636, 3006: 30.20594854688264, 3007: 22,817925468969722, 3008: 51.31924699875957, 3009: 24.78894585681497, 3010: 26.432661518392234, 3011: 27.89357450514707, 3012: 26.970093749475357, 3013: 21.02569280936871, 3014:22.12185950151961, 3015: 24.613641261417587, 3016: 25.715621215314442, 3017: 20.139338471731005, 3018: 63.43726789834157, 3019: 21,95660274621662, 3020: 17.57150775922831, 3021:22.799002514857296, 3022: 24.30947115457631, 3023:38.78531176909338, 3024:17.317025774559223, 3025:58.05633075980396, 3026:22.40120591638024, 3027:16.474196259602476, 3028:23.008901508439322, 3029:27.052166772402355, 3030: 16.268267289546664, 3031:20.59541270567702, 3032:17.576224362281536, 3033:21.162922416273123, 3034:20.499085680087386, 3035:19.494097962357998, 3036:24.13206179697415, 3037:16.269648726284363, 3038: 48.58762227953283, 3039:29.551299737023633, 3040:26.101254128007504, 3041: 17.317268318386706, 3042: 32.46629758875325, 3043:24.71571228307016, 3044: 19.35706170986814, 3045:20.560136479143942, 3046:22.001499305559744, 3047:21.59796331294092, 3048:23.676277388534153, 3049:22.501793272127696, 3050: 20,94671604929895, 3051: 15.38574393944058, 3052:19.575009700744143, 3053: 28.646232828103965, 3054:27.322101993118178, 3055:23.720573186908574, 3056:16.074319565349974, 3057:33.32134722818074, 3058:20.285122238374313, 3059:22.295064706926176, 3060: 34.490917532259495, 3061:18.106393765182247, 3062:26.079044677691964, 3063:21.398745617756557, 3064:22.823506303815478, 3065:18.47791054171732, 3066:24.859219981415045, 3067:26.198412760892914, 3068:20.267591262597996, 3069:21.82305211316018, 3070:19.27636620134337, 3071: 17.478282160164976, 3072:19.952696824307043, 3073:22.913364440080308, 3074:37.76115790007609, 3075:20.85346866691609, 3076:23.228780193503226, 3077:25.50770800398135, 3078:154.64968647259533, 3079:21.422578662230222, 3080:24.966601024976427, 3081:25.426154717908243, 3082:21.116805232982372, 3083:22.632575463152595, 3084: 22.886517089084677, 3085: 24.277410967593962, 3086: 15.699314600829556, 3087: 22.958603899109278, 3088: 22.044843305150188, 3089: 27.56220569609949, 3090: 43.980673572995606, 3091: 22.423081772021522, 3092: 27.182357473367507, 3093: 33.67803424641848, 3094: 20.41465981033934, 3095: 27.248095301815784, 3096: 22.86151676393441, 3097: 23.268617642017404, 3098: 68.30071743446726, 3099: 26.266923213663986, 3100: 21.769676487112715, 3101: 26.287161783054863, 3102: 18.055580530943597, 3103: 26.22059105155836, 3104: 61.651085035714864, 3105: 57.59925321337013, 3106: 25.402073418775522, 3107: 21.87121677749159, 3108: 23.959520969025416, 3109: 22.931472901999985, 3110: 30.664410550165773, 3111: 24.456447796217944, 3112: 23.963950839818253, 3113: 20.494624094194613, 3114: 24.446386632345067, 3115: 20.48368219481315, 3116: 19.036299549814817, 3117: 41.615518443890416, 3118: 21.147150668316563, 3119: 31.580201171143877, 3120: 19.157016835209966, 3121: 32.43860010051985, 3122: 21.260052352198407, 3123: 22.170805953238176, 3124: 21.47586064345611, 3125: 16.90389006567038, 3126: 22.735171593017142, 3127: 16.030681426522698, 3128: 21.652106292110908, 3129: 18.12806740305722, 3130: 29.811987353964653, 3131: 24.43197355182225, 3132: 21.90778400548135, 3133: 28.86605821502271, 3134: 20.112216725955758, 3135: 23.761281501081843, 3136: 25.22139920463274, 3137: 15.203177547688275, 3138: 30.422763374825394, 3139: 22.157386112211423, 3140: 21.69372169366369, 3141: 21.810987026660584, 3142: 20.723168500268393, 3143: 27.74449055745851, 3144: 24.904457630647638, 3145: 22.047822385472085, 3146: 25.01832066089211, 3147: 22.018276137680388, 3148: 20.088413342959406, 3149: 15.993445041072682, 3150: 21.71371374209615, 3151: 16.082029619197886, 3152: 32.05792895322328, 3153: 17.744407819978754, 3154: 55.70427987538514, 3155: 18.362794732645142, 3156: 22.64426608839357, 3157: 29.113946969552394, 3158: 26.757012356152508, 3159: 25.762261983367296, 3160: 19.34709788938167, 3161: 24.18484307769119, 3162: 22.553476113759842, 3163: 30.50485094832699, 3164: 20.694598474306886, 3165: 28.184680719605062, 3166: 32.459182537984894, 3167: 31.03834684697883, 3168: 24.236856644856644, 3169: 20.951297414339873, 3170: 29.06696754419465, 3171: 18.314385153991775, 3172: 26.670006256595457, 3173: 32.33484052517219, 3174: 35.17548961043394, 3175: 19.433655030843994, 3176: 23.426508811737975, 3177: 29.836281671110537, 3178: 17.52731479901806, 3179: 29.664620835401056, 3180: 27.53450923102898, 3181: 16.15156454873936, 3182: 24.047066063357363, 3183: 24.328812884327533, 3184: 28.77066063308311, 3185: 21.294756750733153, 3186: 32.30092596611739, 3187: 22.365458703849463, 3188: 17.71897199732507, 3189: 20.694747276268178, 3190: 28.30708238799532, 3191: 24.550369980039946, 3192: 22.473263779819728, 3193: 46.206823904042665, 3194: 22.84565111792051, 3195: 24.693088499018018, 3196: 21.35567940577615, 3197: 21.772696582437742, 3198: 15.381351647852547, 3199: 24.190579213521115, 3200: 16.39477909929456, 3201: 17.65643552693443, 3202: 27.339659660966703, 3203: 39.5147899418398, 3204: 18.573252606961827, 3205: 22.956243874401025, 3206: 21.30509167881524, 3207: 18.657391730118253, 3208: 33.73258147365398, 3209: 30.563833421719643, 3210: 14.799722137924599, 3211: 26.10835192010799, 3212: 25.761074251010914, 3213: 25.5305889925765, 3214: 27.366421153974805, 3215: 30.298344119217862, 3216: 20.21500703752887, 3217: 18.943906561450262, 3218: 11.110380896712302, 3219: 21.602907461113226, 3220: 21.65778690532797, 3221: 25.092031980476886, 3222: 22.168242703458173, 3223: 34.13360960521324, 3224: 32.85419435056053, 3225: 24.95964964821845, 3226: 20.566832343882457, 3227: 28.902688495336445, 3228: 25.68032188536316, 3229: 21.91925322608175, 3230: 21.74823459622609, 3231: 30.199148817991183, 3232: 19.802908344937737, 3233: 72.59672195495457, 3234: 19.000731682483977, 3235: 26.08083305484179, 3236: 28.172938187947793, 3237: 28.54592307929016, 3238: 20.61187922938536, 3239: 21.439840751993195, 3240: 24.809915948089255, 3241: 20.258818907270747, 3242: 30.82223837747568, 3243: 21.46849677120921, 3244: 43.833305153367945, 3245: 21.48131003434437, 3246: 18.704356682930246, 3247: 30.981368592151796, 3248: 20.74497628133169, 3249: 25.572729645076663, 3250: 21.97903261637823, 3251: 26.41325760933552, 3252: 25.02905658014098, 3253: 22.048768823153416, 3254: 20.405114990567906, 3255: 26.939996555490225, 3256: 23.65320440065122, 3257: 18.681780153173904, 3258: 19.91990654962736, 3259: 24.95133883909782, 3260: 25.224840307263932, 3261: 22.256798776962746, 3262: 37.509249463074326, 3263: 21.592171534041086, 3264: 24.57329324708115, 3265: 18.380544415863604, 3266: 114.30061290307707, 3267: 69.23295048182472, 3268: 23.86837415915518, 3269: 18.524515595838597, 3270: 14.749481631515712, 3271: 23.434258303343587, 3272: 25.45163835536971, 3273: 23.821170738593644, 3274: 29.17663302640461, 3275: 22.54226873382749, 3276: 18.86399020878391, 3277: 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22.321933646622515, 3356: 23.84235241970662, 3357: 14.121553043234858, 3358: 23.486901283020988}, 'sat_norm': {2926: 1.0141303475223522, 2927: 0.9733236215139842, 2928: 0.9756554174237216, 2929: 1.0099207357530506, 2930: 0.9975761719630378, 2931: 1.0129096910475675, 2932: 0.9786926801475617, 2933: 0.9908656373164296, 2934: 0.9970394923514415, 2935: 1.005674002082544, 2936: 1.005021497284611, 2937: 1.0161199804756804, 2938: 1.0363069106614862, 2939: 0.9806810927639837, 2940: 1.0063564631328514, 2941: 0.9825850865776511, 2942: 0.9732562949008152, 2943: 1.0269564194628276, 2944: 1.003094925512918, 2945: 0.9671167933414888, 2946: 1.0013530987500987, 2947: 1.012620053099494, 2948: 0.945333204962046, 2949: 0.9493019269069891, 2950: 1.0243869876691205, 2951: 0.9875776394419525, 2952: 1.014226704779202, 2953: 1.1441733309012085, 2954: 1.0098306860788355, 2955: 1.0112540732797426, 2956: 1.0009007298514452, 2957: 1.0031269217775836, 2958: 1.0278161268448935, 2959: 1.0281457445784514, 2960: 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3228: 1.0267446488796739, 3229: 1.0174123408298898, 3230: 1.0220290988911735, 3231: 0.9766229121500949, 3232: 1.0086748272798103, 3233: 0.9506074288899843, 3234: 1.0204996895032703, 3235: 0.997829832527079, 3236: 0.9952501855170656, 3237: 1.004598925882593, 3238: 0.9974787334905555, 3239: 0.9873676631264109, 3240: 1.0067858410094161, 3241: 1.0363408093505184, 3242: 1.0089611853203955, 3243: 1.0410005419204813, 3244: 0.9585431825281677, 3245: 1.0081400264367142, 3246: 1.0185656307978936, 3247: 0.9648093042080965, 3248: 1.0313744189892313, 3249: 1.0152042063988844, 3250: 1.020581833964678, 3251: 1.013291879449966, 3252: 1.0079281115972072, 3253: 0.9892044703451868, 3254: 1.031096675811666, 3255: 1.0026408625958703, 3256: 1.0120437396910644, 3257: 1.025232111592093, 3258: 1.0379760468945358, 3259: 0.9786125413157207, 3260: 0.9959091854575318, 3261: 1.0126641925726607, 3262: 0.9743717476406139, 3263: 1.0188101420626527, 3264: 1.0012276009917116, 3265: 1.0040871089301262, 3266: 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3305: 1.0140614637216978, 3306: 1.0120142759365873, 3307: 0.9905071379223702, 3308: 0.9438369749069927, 3309: 1.0002752796336467, 3310: 1.0093766088107514, 3311: 0.9670898290141468, 3312: 1.0045156345403943, 3313: 1.012429906660854, 3314: 0.9791792080756015, 3315: 1.0215928327278807, 3316: 1.0333163307198283, 3317: 0.9676163363302263, 3318: 0.9957421909542972, 3319: 1.0032599015206682, 3320: 0.986158119941354, 3321: 1.008978645477572, 3322: 0.9415913535999383, 3323: 1.0010661362135909, 3324: 0.9733693780374557, 3325: 1.0034974061916457, 3326: 0.9766707493084783, 3327: 1.0134776833282058, 3328: 0.982400518650049, 3329: 1.0157290616233774, 3330: 1.0230188328338625, 3331: 1.004055741432238, 3332: 1.004437034400667, 3333: 1.014322735968237, 3334: 0.9589800961037205, 3335: 0.9946417081016445, 3336: 0.9928025066700812, 3337: 1.0072666900782712, 3338: 1.0052413456023908, 3339: 0.9840790908456806, 3340: 1.0460434368869298, 3341: 1.0071367841640988, 3342: 0.9899278682622145, 3343: 0.9914638436015157, 3344: 0.9286181080089225, 3345: 1.0038999848854375, 3346: 0.9603877551330975, 3347: 0.9954584117385712, 3348: 1.021201681499136, 3349: 0.9760175570504956, 3350: 0.994474734749421, 3351: 0.9896642647790318, 3352: 1.0039526663933331, 3353: 0.9969554739928349, 3354: 1.0015332166974644, 3355: 0.9956318753512245, 3356: 0.9955873808781457, 3357: 1.0144012026991114, 3358: 0.9980261364004839}}) Я не могу воспроизвести эту ошибку, используя образец набора данных, поэтому полагаю, что это что-то с данными y.
Однако я могу получить правильный график KDE, если он 1D
Этот код дает мне
sns.kdeplot(data=df, x='sat_norm')
